{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transfer Learning\n",
    "\n",
    "There are various methods for transfer learning such as **fine tuning** and **frozen feature extraction**. In this tutorial, we will demonstrate how to perform a **frozen feature extraction** type of transfer learning in XenonPy.\n",
    "\n",
    "This tutorial will use **Refractive Index** data, which are collected from [Polymer Genome](https://www.polymergenome.org). We do not provide these data directly in this tutorial. If you want to rerun this notebook locally, you must collect these data yourself."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### frozen feature extraction\n",
    "\n",
    "A frozen feature extraction type of transfer learing can be splitted into 2 steps:\n",
    "\n",
    "1. you need to have pre-trained model(s) as source model(s). This can be done by accessing **XenonPy.MDL**.\n",
    "2. you need a feature extractor to generate \"neural descriptors\" from the source model(s).\n",
    "Here, we would like to introduce you to our feature extractor, ``xenonpy.descriptor.FrozenFeaturizer``.\n",
    "\n",
    "The following codes show a case study of transfer learning between **Refractive Index** of inorganic and organic materials. In this example, the source models will be trained on inorganic compounds and the target will be polymers.\n",
    "\n",
    "Let's do this transfer learning step-by-setp."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### useful functions\n",
    "\n",
    "Running the following cell will load some commonly used packages, such as [NumPy](https://numpy.org/), [pandas](https://pandas.pydata.org/), and so on. It will also import some in-house functions used in this tutorial. See *'tools.ipynb'* file to check what will be imported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run tools.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### access pre-trained models with MDL class\n",
    "\n",
    "We prepared a wide range of APIs to let you query and download our models.\n",
    "These APIs can be accessed via any HTTP requests.\n",
    "For convenience, we implemented some of the most popular APIs and wrapped them into XenonPy.\n",
    "All these functions can be accessed using `xenonpy.mdl.MDL`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MDL(api_key='anonymous.user.key', endpoint='http://xenon.ism.ac.jp/api')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "'0.1.1'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xenonpy.mdl import MDL\n",
    "\n",
    "mdl = MDL()\n",
    "mdl\n",
    "\n",
    "mdl.version"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. query **Refractive Index** models "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "QueryModelDetailsWith(api_key='anonymous.user.key', endpoint='http://xenon.ism.ac.jp/api', variables={'modelset_has': 'Stable', 'property_has': 'refractive'})\n",
       "Queryable: \n",
       " id\n",
       " transferred\n",
       " succeed\n",
       " isRegression\n",
       " deprecated\n",
       " modelset\n",
       " method\n",
       " property\n",
       " descriptor\n",
       " lang\n",
       " accuracy\n",
       " precision\n",
       " recall\n",
       " f1\n",
       " sensitivity\n",
       " prevalence\n",
       " specificity\n",
       " ppv\n",
       " npv\n",
       " meanAbsError\n",
       " maxAbsError\n",
       " meanSquareError\n",
       " rootMeanSquareError\n",
       " r2\n",
       " pValue\n",
       " spearmanCorr\n",
       " pearsonCorr"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = mdl(modelset_has=\"Stable\", property_has=\"refractive\")\n",
    "query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>modelset</th>\n",
       "      <th>meanAbsError</th>\n",
       "      <th>pearsonCorr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>311</td>\n",
       "      <td>2949</td>\n",
       "      <td>Stable inorganic compounds in materials project</td>\n",
       "      <td>0.282434</td>\n",
       "      <td>0.873065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>847</td>\n",
       "      <td>4017</td>\n",
       "      <td>Stable inorganic compounds in materials project</td>\n",
       "      <td>0.290382</td>\n",
       "      <td>0.827995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1189</td>\n",
       "      <td>4702</td>\n",
       "      <td>Stable inorganic compounds in materials project</td>\n",
       "      <td>0.293135</td>\n",
       "      <td>0.876289</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                         modelset  meanAbsError  \\\n",
       "311   2949  Stable inorganic compounds in materials project      0.282434   \n",
       "847   4017  Stable inorganic compounds in materials project      0.290382   \n",
       "1189  4702  Stable inorganic compounds in materials project      0.293135   \n",
       "\n",
       "      pearsonCorr  \n",
       "311      0.873065  \n",
       "847      0.827995  \n",
       "1189     0.876289  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary = query('id', 'modelset', 'meanAbsError', 'pearsonCorr').sort_values('meanAbsError')\n",
    "summary.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. download the best performing model based on MAE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00,  1.26it/s]\n"
     ]
    },
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2335</td>\n",
       "      <td>/Users/liuchang/Google 云端硬盘/postdoctoral/tutor...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id                                              model\n",
       "0  2335  /Users/liuchang/Google 云端硬盘/postdoctoral/tutor..."
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = mdl.pull(summary.id[0].item())\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. load **Refractive Index** data from Polymer Genome and calculate the ``Composition`` descriptors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Smiles</th>\n",
       "      <th>Natoms</th>\n",
       "      <th>Ntypes</th>\n",
       "      <th>Volume of Cell($\\AA^3$)</th>\n",
       "      <th>Band Gap, PBE(eV)</th>\n",
       "      <th>Band Gap, HSE06(eV)</th>\n",
       "      <th>Dielectric Constant</th>\n",
       "      <th>Dielectric Constant, Electronic</th>\n",
       "      <th>Dielectric Constant, Ionic</th>\n",
       "      <th>Atomization Energy(eV/atom)</th>\n",
       "      <th>Density(g/cm$^3$)</th>\n",
       "      <th>Refractive Index</th>\n",
       "      <th>Ionization Energy(eV)</th>\n",
       "      <th>Electron Affinity(eV)</th>\n",
       "      <th>Cohesive Energy(eV/atom)</th>\n",
       "      <th>composition</th>\n",
       "      <th>Formula</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>MOL1</td>\n",
       "      <td>[C@H]([CH]O)(O[C@H]1[C@H](CO)O[C@@H]([CH][C@@H...</td>\n",
       "      <td>84</td>\n",
       "      <td>3</td>\n",
       "      <td>572.42</td>\n",
       "      <td>5.62</td>\n",
       "      <td>7.48</td>\n",
       "      <td>3.78</td>\n",
       "      <td>2.85</td>\n",
       "      <td>0.93</td>\n",
       "      <td>-5.48</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1.69</td>\n",
       "      <td>6.87</td>\n",
       "      <td>0.83</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>{'O': 20.0, 'H': 40.0, 'C': 24.0}</td>\n",
       "      <td>H40C24O20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MOL2</td>\n",
       "      <td>[CH][C@H](C[C@@H](C[C@H](C[CH][C]=[CH])C(=[CH]...</td>\n",
       "      <td>128</td>\n",
       "      <td>2</td>\n",
       "      <td>1258.30</td>\n",
       "      <td>3.94</td>\n",
       "      <td>4.83</td>\n",
       "      <td>2.72</td>\n",
       "      <td>2.64</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-5.90</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.62</td>\n",
       "      <td>3.56</td>\n",
       "      <td>1.56</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>{'C': 64.0, 'H': 64.0}</td>\n",
       "      <td>H64C64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MOL3</td>\n",
       "      <td>C[C@H](C[CH][CH][CH]C)[CH2].C[C@@H](C[CH][CH][...</td>\n",
       "      <td>108</td>\n",
       "      <td>2</td>\n",
       "      <td>762.10</td>\n",
       "      <td>6.32</td>\n",
       "      <td>7.70</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2.59</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-5.14</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.61</td>\n",
       "      <td>6.19</td>\n",
       "      <td>0.43</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>{'C': 36.0, 'H': 72.0}</td>\n",
       "      <td>H72C36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Smiles  Natoms  Ntypes  \\\n",
       "ID_name                                                                      \n",
       "MOL1     [C@H]([CH]O)(O[C@H]1[C@H](CO)O[C@@H]([CH][C@@H...      84       3   \n",
       "MOL2     [CH][C@H](C[C@@H](C[C@H](C[CH][C]=[CH])C(=[CH]...     128       2   \n",
       "MOL3     C[C@H](C[CH][CH][CH]C)[CH2].C[C@@H](C[CH][CH][...     108       2   \n",
       "\n",
       "         Volume of Cell($\\AA^3$)  Band Gap, PBE(eV)  Band Gap, HSE06(eV)  \\\n",
       "ID_name                                                                    \n",
       "MOL1                      572.42               5.62                 7.48   \n",
       "MOL2                     1258.30               3.94                 4.83   \n",
       "MOL3                      762.10               6.32                 7.70   \n",
       "\n",
       "         Dielectric Constant  Dielectric Constant, Electronic  \\\n",
       "ID_name                                                         \n",
       "MOL1                    3.78                             2.85   \n",
       "MOL2                    2.72                             2.64   \n",
       "MOL3                    2.61                             2.59   \n",
       "\n",
       "         Dielectric Constant, Ionic  Atomization Energy(eV/atom)  \\\n",
       "ID_name                                                            \n",
       "MOL1                           0.93                        -5.48   \n",
       "MOL2                           0.08                        -5.90   \n",
       "MOL3                           0.02                        -5.14   \n",
       "\n",
       "         Density(g/cm$^3$)  Refractive Index  Ionization Energy(eV)  \\\n",
       "ID_name                                                               \n",
       "MOL1                  1.88              1.69                   6.87   \n",
       "MOL2                  1.10              1.62                   3.56   \n",
       "MOL3                  1.10              1.61                   6.19   \n",
       "\n",
       "         Electron Affinity(eV)  Cohesive Energy(eV/atom)  \\\n",
       "ID_name                                                    \n",
       "MOL1                      0.83                     -0.63   \n",
       "MOL2                      1.56                     -0.63   \n",
       "MOL3                      0.43                     -0.51   \n",
       "\n",
       "                               composition    Formula  \n",
       "ID_name                                                \n",
       "MOL1     {'O': 20.0, 'H': 40.0, 'C': 24.0}  H40C24O20  \n",
       "MOL2                {'C': 64.0, 'H': 64.0}     H64C64  \n",
       "MOL3                {'C': 36.0, 'H': 72.0}     H72C36  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pg = <load your polymer genome data>\n",
    "pg.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ave:atomic_number</th>\n",
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       "      <th>ave:covalent_radius_pyykko</th>\n",
       "      <th>...</th>\n",
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       "      <th>min:thermal_conductivity</th>\n",
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       "      <th>min:vdw_radius_alvarez</th>\n",
       "      <th>min:vdw_radius_mm3</th>\n",
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       "      <td>MOL1</td>\n",
       "      <td>4.095238</td>\n",
       "      <td>98.42891</td>\n",
       "      <td>168.333333</td>\n",
       "      <td>11.561905</td>\n",
       "      <td>7.721000</td>\n",
       "      <td>1488.27381</td>\n",
       "      <td>54.596505</td>\n",
       "      <td>20.761905</td>\n",
       "      <td>51.333333</td>\n",
       "      <td>51.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.711</td>\n",
       "      <td>0.02658</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>288.6</td>\n",
       "      <td>317.5</td>\n",
       "      <td>0.666793</td>\n",
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       "    <tr>\n",
       "      <td>MOL2</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>85.00000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>9.700000</td>\n",
       "      <td>6.509500</td>\n",
       "      <td>2560.14000</td>\n",
       "      <td>44.899820</td>\n",
       "      <td>27.205000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>53.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.711</td>\n",
       "      <td>0.18050</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>288.6</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.666793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MOL3</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>83.00000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>11.166667</td>\n",
       "      <td>4.675667</td>\n",
       "      <td>1713.52000</td>\n",
       "      <td>48.866426</td>\n",
       "      <td>20.306667</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>46.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.711</td>\n",
       "      <td>0.18050</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>288.6</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.666793</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 290 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ave:atomic_number  ave:atomic_radius  ave:atomic_radius_rahm  \\\n",
       "ID_name                                                                 \n",
       "MOL1              4.095238           98.42891              168.333333   \n",
       "MOL2              3.500000           85.00000              172.000000   \n",
       "MOL3              2.666667           83.00000              166.000000   \n",
       "\n",
       "         ave:atomic_volume  ave:atomic_weight  ave:boiling_point  \\\n",
       "ID_name                                                            \n",
       "MOL1             11.561905           7.721000         1488.27381   \n",
       "MOL2              9.700000           6.509500         2560.14000   \n",
       "MOL3             11.166667           4.675667         1713.52000   \n",
       "\n",
       "         ave:bulk_modulus  ave:c6_gb  ave:covalent_radius_cordero  \\\n",
       "ID_name                                                             \n",
       "MOL1            54.596505  20.761905                    51.333333   \n",
       "MOL2            44.899820  27.205000                    52.000000   \n",
       "MOL3            48.866426  20.306667                    45.000000   \n",
       "\n",
       "         ave:covalent_radius_pyykko  ...  min:num_s_valence  min:period  \\\n",
       "ID_name                              ...                                  \n",
       "MOL1                      51.666667  ...                1.0         1.0   \n",
       "MOL2                      53.500000  ...                1.0         1.0   \n",
       "MOL3                      46.333333  ...                1.0         1.0   \n",
       "\n",
       "         min:specific_heat  min:thermal_conductivity  min:vdw_radius  \\\n",
       "ID_name                                                                \n",
       "MOL1                 0.711                   0.02658           110.0   \n",
       "MOL2                 0.711                   0.18050           110.0   \n",
       "MOL3                 0.711                   0.18050           110.0   \n",
       "\n",
       "         min:vdw_radius_alvarez  min:vdw_radius_mm3  min:vdw_radius_uff  \\\n",
       "ID_name                                                                   \n",
       "MOL1                      120.0               162.0               288.6   \n",
       "MOL2                      120.0               162.0               288.6   \n",
       "MOL3                      120.0               162.0               288.6   \n",
       "\n",
       "         min:sound_velocity  min:Polarizability  \n",
       "ID_name                                          \n",
       "MOL1                  317.5            0.666793  \n",
       "MOL2                 1270.0            0.666793  \n",
       "MOL3                 1270.0            0.666793  \n",
       "\n",
       "[3 rows x 290 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xenonpy.descriptor import Compositions\n",
    "\n",
    "pg_desc = Compositions().transform(pg['composition'])\n",
    "pg_desc.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. predict Polymer Genomer **Refractive Index** directly from a model trained on inorganic compounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Checker> includes:\n",
       "\"mse_3\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mse_3.pth.s\n",
       "\"mse_1\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mse_1.pth.s\n",
       "\"mae_2\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mae_2.pth.s\n",
       "\"r2_5\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/r2_5.pth.s\n",
       "\"mse_5\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mse_5.pth.s\n",
       "\"r2_1\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/r2_1.pth.s\n",
       "\"mae_4\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mae_4.pth.s\n",
       "\"r2_3\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/r2_3.pth.s\n",
       "\"mae_3\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mae_3.pth.s\n",
       "\"r2_4\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/r2_4.pth.s\n",
       "\"mse_2\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mse_2.pth.s\n",
       "\"mae_1\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mae_1.pth.s\n",
       "\"mae_5\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mae_5.pth.s\n",
       "\"r2_2\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/r2_2.pth.s\n",
       "\"mse_4\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/mse_4.pth.s\n",
       "\"pearsonr_5\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/pearsonr_5.pth.s\n",
       "\"pearsonr_1\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/pearsonr_1.pth.s\n",
       "\"pearsonr_3\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/pearsonr_3.pth.s\n",
       "\"pearsonr_4\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/pearsonr_4.pth.s\n",
       "\"pearsonr_2\": /Users/liuchang/Google 云端硬盘/postdoctoral/tutorial/xenonpy_hands-on_20190925 2/inorganic.crystal.refractive_index/xenonpy.compositions/pytorch.nn.neural_network/290-187-151-110-102-1-$wHSyTrhF/checkpoints/pearsonr_2.pth.s"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xenonpy.model.training import Checker\n",
    "\n",
    "checker = Checker(results.model[0])\n",
    "checker.checkpoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Trainer(clip_grad=None, cuda=None, epochs=200, loss_func=None,\n",
       "        lr_scheduler=None,\n",
       "        model=SequentialLinear(\n",
       "  (layer_0): LinearLayer(\n",
       "    (linear): Linear(in_features=290, out_features=187, bias=True)\n",
       "    (dropout): Dropout(p=0.1)\n",
       "    (normalizer): BatchNorm1d(187, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (layer_1): LinearLayer(\n",
       "    (linear): Linear(...\n",
       "    (normalizer): BatchNorm1d(110, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (layer_3): LinearLayer(\n",
       "    (linear): Linear(in_features=110, out_features=102, bias=True)\n",
       "    (dropout): Dropout(p=0.1)\n",
       "    (normalizer): BatchNorm1d(102, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (output): Linear(in_features=102, out_features=1, bias=True)\n",
       "),\n",
       "        non_blocking=False, optimizer=None)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# --- pre-trained model for prediction\n",
    "from xenonpy.model.training import Trainer\n",
    "\n",
    "trainer = Trainer.load(from_=checker)\n",
    "trainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing directory and/or file name information!\n"
     ]
    },
    {
     "data": {
      "image/png": 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/Mcb8wFq7pe+upu+9tKmKnKzjf0lysjJYtbmS66ePjFNUH7Zr1y4AHnroIR566KFO99mzZw8A3/rWt7jjjjtYtGgRd999N6effjqzZ8/muuuuIzc3N24xi4iISHJwXZfy8vcYO3YcWVlZTJ16li9xxLvFogW4EOg4Z1gT4ADhLo47GcgG3u7qxMaYkcAk4B86PPU74Kd41eqfxB5y/NQ3NFOUc/zWiVAwQM1h/7pFWlu95Z0//vGPM2vWrE73GTduHADnnnsuL7300rGPV199le9973s8+OCDLFmyhMLCwrjFLSIiIolv+/btvPDCci699AqMmehbHHFNkK21EWBD22NjTAFwOV6LxdPW2p1dHDot+vlaY8x9wDBgC/A9a+1vos+1jeKHpkGw1u41xtQDp/TNVfSfnKwQza0RwhnBLvdpbo2csMrcn4YNGwZAMBhkxowZH3quvLyciooKBgwYQFNTE5s2baKsrIy5c+cyd+5cIpEIDzzwAPfeey8rVqzg1ltv9eMSREREJEGNGTOGuXOvYeTIMb7G4VumZYw5C1gTfbgduPM4u7clyKXAp4EQ8ClgsTEm31r7c6Aguk9tJ8cfAvJiia+oKOe4z+/sKpXvhYtPKWHF2x9QmNN1glzf0MLc04f1/YsfRyDgtaq7rktJSQmTJk1i6dKlfPrTn6a0tBSA5uZmvvGNb7B582Zefvlljh49yk033cQtt9zCN7/5zWPnOe200z50zmDQu9ZIJBJTTFlZIYqKcsjJOf7XqS8UF6sdpDc0fj2nsesdjV/vaPx6TmMXG9d1Wb16NRMnerXOM8+c4nNE/k7zVgFcjJf03g2sMcacZ63d2Mm+/wW8CDwbrUIDPGOM+SNwjzHm//G3Gw67WncwpvUIq6vriUT6bwnDzsycWMYLG/ZypKml0xv1jjS1EMoIMHNiaVzjamuF+NWvfsWFF17IXXfdxcKFC7nuuuv42Mc+RkFBAStWrGDdunV85StfYdCgQQDMnz+fRx55hKNHjzJ16lQOHjzIb3/7WwYPHsyVV14JcGzfp59+Gtd1ufbaa8nIOPG3ZUNDM9XV9Rw92r9fo+LiXPbtq+vX10hlGr+e09j1jsavdzR+Paexi93hw/X86U9/5sCBOubNuyKu49fVmxnfEmRr7R5gD4Ax5mW8KvKXgNs62XcLXktFR8vwkuwxwMHots4qxXntnk9Yg3Mz+fKVJ/OTZzdTU99ITlYGoWCA5tYI9Q1ecvzlK0+O+2Ihc+fO5YUXXmDJkiWsWbOGZ599lkcffZSf//znPPDAA7S0tDBmzBi+//3vc+211x477p577mHEiBGsWLGCFStWMGDAAM4991y+9KUvHUu6TzrpJG699VaWLFnCO++8w/Tp0xk50p8bEEVERCT+Bg7M4cYbP0FOTuJU3uM9i0URMAf4s7V2W9v2aJ/wbmBEF8fdADRYa5d1eCor+nkf0Bz993jgpXbHlgE5QGeV6YRz8tB8vnvj6azaWMmqzZXUHG4iJyuDuacPY+bE0rgnxwB5eXk88MADH9p26qmnct999x33uKysLG6//XZuv/324+531113cdddd/U6ThEREUkOruvy+uuvkpubx6mnTiY3N6ZO2H4X7wpyEG/hjvtot+iHMeZkYDTwRBfH3QZMNcacZK09FD0mA7gJeNtaWwPUGGPeA27Am2e5zc147RXP9+2l9J/BuZlcP32kb1O5iYiIiPQn13Wprt5HY2OD36F0Kt6zWFQZY34GfNEYUwusBE4CvgnsBH4EYIyZGt1/bfTQf8OrCj9njPlBdNsX8WammN3uJe4GHjPGPAr8Bjg9euz91toPzW4hIiIiIvHlui6RSIRgMMgVV1x17Kb9RONHVHcC/wTMA1bgrYT3PHCOtXZ/dJ+l0Q8ArLWv4vUaHwbuBx7GqwpfYq19pd1+jwO34M2H/BTwOeBe4PP9e0kiIiIiciJr1qxm+fIltLS0EAwGcRzH75A6Ffeb9Ky1rcAvoh9d7TO6k22v8uFqcVfHPgo82osQRRJSxHUpr6pnb20jZfmZjCvJIZCg/7GIiIh0pqBgEA0NDcemeU1Ufk7zJiLdFHFdFq/ewfqKWiIuBByYPDyfhTNGKUkWEZGE5rou9fX15ObmYsxEX1fI667EbPwQkQ8pr6pnfUUtBdkhinLCFGSHWF9RS3lVvd+hiYiIHNf69W/x2GOLqa094Hco3aYKci+4rpuwvTOpynXju3hLothb20jE5dj3m+M4RFyoPNTIhNLEmTcyntRyIiKSHMaOnUBjYwN5eQUn3jlBKEHuoWAwg6amJjIz4z8vcTprampKyyS5LD+TgPO3N2Wu6xJwoDQvPb//1HIiIpLYXNdl164djBgxitzcXM4++zy/Q4qJWix6aMCAgVRXV/sdRtqprq6mtvYQbrtqajoYV5LD5OH5HDzSTHV9EwePNDN5eD7jSnL8Ds0XajkREUls27dvZfnyJWzdWu53KD2iCnIP5eYOoqqqAoCioiLC4XBaJWzx5LouTU1NVFdXs3v3B+zcWUFmZpjMzKwTH5wiAo7DwhmjKK+qp/JQI6V56d1SoJYTEZHENnr0WGbNupKxY8f5HUqPKEHuoVAoTEnJcCoqtlFRUZHw05UkO9d1qa09REXFHvbu3cu0aWcm7OTi/SXgOEwozVUCiFpOREQSkeu6bNjwNiedZMjOzmbChFP8DqnHlCD3QigUZtSo8bz11hts2LA+2hvr4K1hkjiyskI0NDT7HUafmTjxNKZMmeZ3GOKjtpaTjj3I6dpyIiKSCA4dquW11/5EY2MjZ555jt/h9IoS5F4KBAKceeZ0pkyZysGDB2ltbfE7pI8YNGggBw4c9juMXgsEguTnF+jGSFHLiYhIAsrPL+D6629h0KAiv0PpNSXIfSQUClNcXOJ3GJ0qLs4lM7PO7zBE+pRaTkRE/Oe6Lm+++RcGDy5mzJhxFBYO9jukPpFeTZwiIiIi0mdaW1vZuXMbO3du9zuUPqUKsoiIiIjEpG1NgoyMDK666noyMkI+R9S3VEEWERERkZi88cZrrFz5DJFIhFAo9aa6VYIsIiIiIjEJhUJkZGSkXGLcRi0WIiIiInJCruvS0NDAgAEDmDr1rGNz0aciVZBFRERE5ITefvtNHnvsN9TXezNjpWpyDKogi4iIiEg3jBo1hiNHjjBwYOovyqQKsoiIiIh0qbJyDwCFhYM577yLUrpy3EYJsoiIiIh0assWy5NPPsquXTv8DiWulCCLiIiISKfGjh3HhRdewvDhI/0OJa6UIIuIiIjIh2zatIHm5iaCwSCTJp2eFm0V7SlBFhEREZFjamr2s2rVSjZsWOd3KL7RLBYiIiIickxh4WCuvfYmSkrK/A7FN6ogi4iIiAhvvbWGPXt2A1BWNpRAIH3TxPS9chEREREBoLm5ic2b32XLls1+h5IQ1GIhIiIiksZc1yUUCrNgwc2Ew5l+h5MQVEEWERERSVNvvPEaq1e/jOu6ZGUNSOu2ivZUQRYRERFJQ67r0tDQQFNTo9+hJBwlyCIiIiJpprm5iVAozPnnzwRIu3mOT0R1dBEREZE08tZba3jiiUdoaDiK4zhKjjuhCrKIiIhIGikrG0pdXZ1uyDsOJcgiIiIiaaCmpprCwiKGDh3O0KHD/Q4noanFQkRERCTFbd78Lo899hv27v3A71CSgirIIiIiIilu7NjxHDlyOK2Xj46FKsgiIiIiKer999+jtbWVcDjMtGlna57jbtIoiYiIiKSgysq9PP/8cjZufMfvUJKOWixEREREUlBpaRnz5i1g+PCRfoeSdFRBFhEREUkh69a9RU1NNQAjR45WW0UPaMREREREUkRDw1HWrn2Dd99d73coSU0tFiIiIiIpIitrANdddwsDBw70O5SkpgqyiIiISJL7619fZ+3aNwHIzc1VW0UvqYIsIiIiksRc12X//n0Eg0Fc18VxHL9DSnpKkEVERESSVGtrK8FgkNmz5wAoOe4jqr+LiIiIJKG1a9/gqacep7m5iUAgoLaKPqSRFBEREUlC+fkFDBpUSDCohoC+phEVERERSSJ1dXXk5uYydux4xo4d73c4KUkVZBEREZEksXHjOzz66ANUV+/zO5SUpgqyiIiISJIYPfokDh2qZdCgIr9DSWmqIIuIiIgkuJ07t+O6LtnZ2Zxzzvm6Ia+faXRFREREEtju3btYvnwJ1m70O5S0oRYLERERkQQ2dOhwZs+ew0knTfA7lLShCrKIiIhIAnr33fXU19fhOA7jx5+stoo40kiLiIiIJJjDh+t57bVXWL/+Lb9DSUtqsRARERFJMAMH5nDddbeQn1/gdyhpSRVkERERkQSxdu2bvPfeJgAGDSpUW4VPNOoiIiIiCSASibBz5zZ27NiG67p+h5PW1GIhIiIi4jPXdQkEAsyZcw3BYBDHcfwOKa2pgiwiIiLio7Vr3+TZZ/+X1tYWQqGQ2ioSgL4CIiIiIj4KhUJkZIRwHKVliUItFiIiIiI+OHr0KAMGDGDSpCmceupktVUkEL1VEREREYmzDRvW8eijD1BbexBAyXGCUQVZREREJM5GjBjFgQPV5Obm+R2KdEIVZBEREZE4qazcA0B+fgEXXHCJbshLUPqqiIiIiMTBjh1befLJR3n//S1+hyInoARZREREJA5GjBjNhRdeypgxJ/kdipyAEmQRERGRfmTtRhoaGggEAkyaNEVtFUlAXyERERGRfnLoUC0vvbSSdev+6ncoEgNfZrEwxtwGfBEYC+wFFgPft9Y2HueYU4F7gHOAHGAz8CNr7ePt9nGAQ9HnO7rYWruqr65BRERE5ETy8vK59tobGTy4xO9QJAZxryAbY74K/BJ4BpgP/Az4KvDr4xwzBvgzMAa4A7gB2Ag8Zoz5UrtdJ+Alx7cD53b4eKuvr0VERESkM+vXv8XOndsBKC0dQjAY9DcgiUlcK8jGmDCwCHjEWvu16OY/GGMKgbuNMXdaa/d2cugX8WK9zFq7L7rteWPMUOBfgJ9Gt02Lfv69tXZP/1yFiIiISNdaW1vYtOldiooGM3LkaL/DkR6Id4tFC3AhXhtEe02AA4S7OK6tnWJfh+3vArONMVnW2ga8BLlKybGIiIj4wXVdgsEMrr76BkKhkN/hSA/FNUG21kaADW2PjTEFwOV4LRZPW2t3dnHcfR23GWMy8Vo03osmx+AlyLXGmKXAxXgJ9x+Br1hrbV9ei4iIiEh769a9xZEjtZxzzkyysrL8Dkd6wbelpo0xZwFrog+3A3fGeIr/C5wEfLzdtqnAQLx+5p9En/9XYLUx5gxr7fbunryoqLP7/JJXcXGu3yEkLY1d72j8ek5j1zsav97R+MUuEGilsbGRwYNzNJVbLyTC957juq4vL2yMGQIYoBS4GxgGnGet3XiC4zKA+4C/B35srb0zuj0AXAAcstaubbf/eLxWjF9Za7/QjdBGA9uqq+uJRPwZm75WXJzLvn11foeRlDR2vaPx6zmNXe9o/HpH4xeb5uYmQqEwrusyeHAO1dWH/Q4pacX7e6+4ONfpbLtvFeRon/AeAGPMy3hV5C8Bt3V1jDGmCHgCr33i29baf213vgjwcievs8UYswmvuiwiIiLSZzZsWMfatW+wYMHNDByoynGqiPcsFkXAHODP1tptbduttXuNMbuBEcc5dhzwXHSfT1prF3d4vgyYB7xsre24yHkWsKNvrkJERETEU1JSxrBhI8jKGuB3KNKH4v02J4i3KMhX2280xpyM19rwdmcHRZPfl4DBeFO9Le5ktyDwP3ToZTbGnA2MB/7Qy9hFREREAKipqQagpKSUSy65XPMcp5h4z2JRZYz5GfBFY0wtsBLvRrpvAjuBHwEYY6ZG92/rJf5PYDjwDaDRGHNOh1O/Ya3dbYz5b+BzxphDeNVmA/wb8A7w3/16cSIiIpIW3n9/C88/v4z5869jxIhRfocj/cCPHuQ7gXLgc3ir4tUCy4F/sdbuj+6zNPp5dHRxkaujj7/bxTkHAQfxFhTZAnwa+MfotseBu621TX18HSIiIpKGRo0azfTp5zN06HC/Q5F+4tssFglsNJrFQqI0dr2j8es5jV3vaPx6R+PXua1btzBy5BgyMrquL2rsevowQgcAACAASURBVCdRZrHQrZYiIiIiJ1BTU81zzy1j3bq3/A5F4sC3ad5EREREkkVhYRHz51+ntoo0oQqyiIiISBc2bFjHvn2VAIwYMUqzVaQJJcgiIiIinWhubmLt2jd4551OZ6GVFKYWCxEREZFOhEJhFiy4WYuApCElyCIi4puI61JeVc/e2kbK8jMZV5JDwOn0pnKRuHnnnbUcPXqUs846l4EDc/wOR3ygBFlERHwRcV0Wr97B+opaIi4EHJg8PJ+FM0YpSRbfuK7L/v37aGg4iuu6OPpeTEtKkEVExBflVfWsr6ilIDuE4zi4rsv6ilrKq+qZUJrrd3iShlpbWwkGg8ycOZtIJEIgoFu10pW+8iIi4ou9tY1EXI5V6BzHIeJC5aFGnyOTdLRhwzqefPIRGhqO4jiOZqtIc0qQRUTEF2X5mQQc70/a4H0OOFCal+lzZJKO8vLyKSgoJBQK+x2KJAC1WIiIiC/GleQweXj+R3qQx5XopiiJn7q6OnJzcxk5cjQjR472OxxJEEqQRUTEFwHHYeGMUZRX1VN5qJHSPM1iIfG1ZYvlj398jquvvoGysqF+hyMJRAmyiIj4JuA4TCjN1U154osRI0YxefI0iotL/Q5FEox6kEVERCSt7Nq1g0gkQlZWFueee4FuyJOPUIIsIiIiaaOqqpJly55kw4Z1fociCUwtFiIiIpI2SkpKueyyuYwZM87vUCSBqYIsIiIiKW/z5neprT0IwLhxRm0VclxKkEVERCSlNTQ0sHr1K6xd+4bfoUiSUIuFiIiIpLSsrCwWLLiZ3Nw8v0ORJKEEWURERFLShg3rcByHU0+dTEHBIL/DkSSiFgsRERFJOa7rsnPnNnbs2HZsOXOR7lIFWURERFKK67o4jsPll88DwNHqjBIjVZBFREQkZWzYsI5ly56kubmZYDCDYFC1QImdEmQRERFJGaFQiFAoRCCgqrH0nN5WiYiISNI7evQoAwYMwJiJTJhwitoqpFdUQRYREZGk9t57m3j44fuprt4PqOdYek8JsoiIiCS1oUOHM378yRQUFPgdiqQIJcgiIiKSlCor9+C6Ljk5uVx00aW6IU/6jBJkERERSToffFDBk08+irUb/Q5FUpASZBEREUk6Q4YM48ILL2X8eON3KJKClCCLiIhI0tiyxXLkyBEcx2HSpClqq5B+oQRZREREksKRI4d56aUX+OtfX/c7FElxetslIiIiSSE7eyDXXHMjhYVFfociKU4VZBEREUloGze+w9at5QCUlJSSkaH6nvQvJcgiIiKSsCKRCJs2bWDz5ndxXdfvcCRN6C2YiIiIJCTXdQkEAsyfv4BAIKgV8iRuVEEWERGRhLNx4zu8+OIzRCIRwuFMtVVIXClBFhERkYTT2NhIY2MjrhvxOxRJQ3o7JiIiIgmjubmJUCjM1KlnMmXKNAIB1fIk/vRdJyIiIgnB2o088siDHDpUC6DkWHyj7zwRERFJCMXFJQwbNoLs7IF+hyJpTgmyiIiI+KqmphqAwsLBzJp1pW7IE98pQRYRERHf7Nq1g9/9bjFbt27xOxSRY5Qgi4iIiG+GDh3O9OnnM3LkGL9DETlGCbKIiIjE3fbt79Pc3EQwGOSMM85WW4UkFCXIIiIiEld1dYd47rllvPnm636HItIpvV0TERGRuMrNzWP+/AWUlg71OxSRTqmCLCIiInGxefO77NmzG4Bhw0aqrUISlr4zRUREpN+1traydu0bDBpUyJAhw/wOR+S4lCCLiIhIvwsGg1x99Q2Ew2G/QxE5IbVYiIiISL/ZtGkDr766Ctd1yc4eSEZGyO+QRE5ICbKIiIj0m5qa/VRXVxOJtPodiki3qcVCRERE+lxrayvBYJAZMy4iEmklGFTKIclDFWQRERHpU9Zu5PHHH+LIkcM4jqPkWJKOEmQRERHpU3l5+RQUFOqGPElaeksnIiIifaKu7hC5uXkMGTJMU7lJUlMFWURERHpt+/atPPzw/VRU7PQ7FJFeU4IsIiIivTZs2HCmTJlGaekQv0MR6TUlyCIiItJjFRU7aW1tJRQKc+65FxIKaZ5jSX5KkEVERKRHDhyoYdmyJ1m79k2/QxHpU7pJT0RERHpk0KBCLrtsHiNHjvY7FJE+pQqyiIiIxGTLls3U1OwH4KSTxqutQlKOEmQRERHptubmZlavfoU333zd71BE+o1aLERERKTbQqEQ11xzI9nZA/0ORaTfqIIsIiIiJ2TtxmM34+XnF6itQlKaEmQRERE5Ltd12blzOzt3biMSifgdjki/86XFwhhzG/BFYCywF1gMfN9a23icYwYB3weuAvKAN4CvWWvXdNhvBvA94AzgCPB74OvW2kP9cCkiIiIpLRKJEAgEuPTSK4hEWgkEVFuT1Bf373JjzFeBXwLPAPOBnwFfBX59nGMCwHLgamARcAsQBv5ojDHt9psKvAjUAzcC3wY+ATzZH9ciIiKSyqzdyFNPPU5TUyOBQICMDLVVSHqIawXZGBPGS3AfsdZ+Lbr5D8aYQuBuY8yd1tq9nRy6AJgBzLTWvhw910pgC3A3XhIMcA+wG7jaWtsS3a8CWGqMmWWtfbG/rk1ERCTVhEJhQqEQjqOqsaSXeLdYtAAXAh3bHZoAB68q3Jk5QFVbcgxgrT1ijFkGfMwY4wAh4FLg523JcdRy4DBea4YSZBE5rojrUl5Vz97aRsryMxlXkkPAcfwOSySujhw5AsDYseMYM+YkHP0MSJqJa4JsrY0AG9oeG2MKgMvxWiyettbu7OLQicB7nWzfgtePPBTIBbIA2+E1W4wx24BTen0BIpLSIq7L4tU7WF9RS8SFgAOTh+ezcMYoJcmSNrZtK+cPf3iO+fOvp7S0TMmxpCXf5kE2xpwFtN1gtx248zi7FwDlnWxvq0TnAfnRf9d2sV9e7FGKSDopr6pnfUUtBdkhHMfBdV3WV9RSXlXPhNJcv8MTiYvS0qGcdtppFBYW+R2KiG/8XCikArgYKMXrI15jjDnPWruxk30DgHucc7n87YbDrvY73vEfUVSUE8vuCa+4WL/ce0pj1zvJNH5v760nkBEgM/NvNyIFmlo5guPLdSTT2CUijV9sKioqGDZsGI6Ty6hR8/wOJ6npe693EmH8fEuQrbV7gD0AxpiX8arIXwJu62T3g3ReAc5r93ygw7aO++2OJb7q6noikZhy6oRVXJzLvn11foeRlDR2vZNs45ftuERaIjQ2Nh+rIEdaImTjxv06km3sEo3GLzb79lXx+98/zHnnXcTkydM0fr2gseudeI9fV8l4XG9LNcYUGWNuNcaMab89OnPFbmBEF4duBsZ3sn08UANUAu/j3QT4of2MMRnAGKCzyrSIyDHjSnKYPDyfg0eaqa5v4uCRZiYPz2dcSWr9RUmko8GDi7noolmccsppfocikhDiPW9LEG9RkK+232iMORkYDbzdxXHPAkOMMee3OyYbbx7l56y1bnSRkT8C10aT4jbzgIHRc4iIdCngOCycMYrPzxzL9WcM4/Mzx+oGPUlpW7duoa6uDsdxmDjxNC0fLRIV71ksqowxPwO+aIypBVYCJwHfBHYCP4JjC35grV0bPfT3wD/jzWe8CNgHfA2vdeLf273Et4BXgGejrzMSb/W9P1hrV/bv1YlIKgg4DhNKc3VTnqS8xsYGXnrpBcaMGccll1zudzgiCcWPmb/vBP4Jr7K7Am9xj+eBc6y1+6P7LI1+AGCtbQYuA54D7gV+izd38ixr7aZ2+72GN2dyHl5SfXd03wX9e0kiIiLJJTMzi6uvvpELLrjE71BEEk7cb9Kz1rYCv4h+dLXP6E62VQG3duP8K/Eq0yIiItLBli2biUQiGDORwYOL/Q5HJCH5Oc2biIiIxJHrumza9C6uG2HChFO0CIhIF5Qgi4iIpAHXdXEchyuvvApAybHIcfjRgywiIiJxtGXLZp577mlaW1sIhUKarULkBJQgi4iIpLjGxkYaGxtTZgEskf6mFgsREZEU1dzcRCgUZtKkKUyceBqBgOpiIt2hnxQREZEU9P77W/jtb++npqYaQMmxSAz00yIiIpKCBg8uZvjwkeTmatEbkVgpQRYREUkhbRXj/PwCZs+eQygU9jkikeSjBFlERCRF7N37AY899hs2b97odygiSU036YmIiPgk4rqUV9Wzt7aRsvxMxpXkEOjF/MQlJWVMn34eJ500rg+jFEk/SpBFRER8EHFdFq/ewfqKWiIuBByYPDyfhTNGxZwk79ixjdLSIWRlZTFt2tn9FLFI+lCLhYiIiA/Kq+pZX1FLQXaIopwwBdkh1lfUUl5VH9N5jhw5wvPPL2PNmlf7KVKR9KMKsqSNvv5TpohIb+ytbSTi/m3JZ8dxiLhQeaiRCaXdn3kiOzubefMWUFxc0l+hiqQdJciSFvryT5kiIn2hLD+TgAOu6+I4Dq7rEnCgNC+zW8eXl79HOBxm5MjRDB06vJ+jFUkvSpAlLbT/U2bbL6K2P2XGUqkREekr40pymDw8/yNv3MeV5Jzw2Egkwtq1b5CZmcWIEaOOVaFFpG8oQZa00Fd/yhQR6SsBx2HhjFGUV9VTeaiR0rzut34FAgHmz19AMBhUcizSD5QgS1ro7Z8yRUT6Q8BxmFCa2+036uXl71FRsYOLLppFVtaAfo5OJH1pFgtJC21/yjx4pJnq+iYOHmnu9p8yRUQSxYED1Rw4UENLS4vfoYikNFWQJS305k+ZIiJ+a21tJRgMcuaZ5zBt2lkEg/r1LdKfVEGWtNH2p8wLxg9mQmmukmMRSQrvv7+FRx99kLq6QziOo+RYJA6UIIuIiCSwvLw8CguLyMzM8jsUkbShBFlERCQB1dUdAqC4uJQ5c64hHA77HJFI+lCCLCIiSSXiurxXWccr7+3nvco6Iq7rd0h9bvfuXTz88P1s2/a+36GIpCU1MomISNJIl1UxS0uHMGXKGQwbNsLvUETSkirIIiKSNNqvilmUE6YgO3RsVcxUsHv3LlpamsnIyODccy9QW4WIT5Qgi4hI0jjeqpjJrq6ujmXLlvDGG6/5HYpI2lOLhYiIJI1UXhUzNzeXyy+fp7YKkQSgCrKIiCSNVFwVc+vWcqqq9gIwZsxJaqsQSQCqIIuISNJItVUxW1tbee21VygoGMTcudf6HY6IRClBFhGRpNK2KuaE0ly/Q+m1YDDIVVfdQGamqsYiiUQtFiIiInH2/vtbWLNmNa7rkpubSzic/D3UIqlECbKIiEicVVTsYNeuHbS2tvodioh0Qi0WIiIicRKJRAgEAlx44aW0tLSQkaFfwyKJSBVkERGRONi6tZwnn3yUo0eP4jgOoVDI75BEpAtKkEVEROIgIyODcDhMMKhfvSKJTn/bERER6UdHjx5lwIABjBw5mhEjRh1bBVBEEpfexoqIiPSTXbt28NBDv2L37l0ASo5FkoQSZBERkX5SXFzKhAmnMHhwid+hiEgMlCCLiIj0scrKvUQiEbKyspg5cxaZmZrnWCSZKEEWERHpQwcPHmDp0t/x1ltr/A5FRHpIN+mJiIj0oYKCQcycOZsxY8b5HYqI9JAqyCIiIn1gx46t1NYeAODkk09VW4VIElOCLCIi0kvNzc289NJKXnvtT36HIiJ9QC0WIiIivRQKhbjqqusZODDH71BEpA+ogiwiItJD27a9z4YN6wAoLCxSW4VIilCCLCIi0kPWvou1G4lEIn6HIiJ9SC0WIiIiMXJdF8dxmD17Dq2trQQCqjeJpBL9RIuIiMRg+/b3Wb58Cc3NzQSDGYTDaqsQSTVKkEVERGLQ1NREU1OT2ipEUphaLERERLqhubmJUCjMhAmnMG6cUVuFSArTT7eIiMgJ7Ny5nYce+jX79lUCKDkWSXH6CRcRETmBwsIihg8fSV5evt+hiEgcKEEWERHpQk1NNa7rkpOTy2WXzSUzM8vvkEQkDpQgi4iIdGL//n08/vhDbNjwtt+hiEicKUEWERHpRFHRYKZPP58JE07xOxQRiTMlyCIiIu3s2rWDI0eO4DgOU6eeqbYKkTSkBFlERCSqsbGRF15YzurVL/sdioj4SPMgi4iIRGVmZjJ37rUUFBT6HYqI+EgJsoiIpL3t27cSibQydux4ysqG+h2OiPhMCbKIiKQ113V5++03aW1tZcyYcTiO43dIIuIzJcgiIpJUIq5LeVU9e2sbKcvPZFxJDoFeJLWO4zBnztVEIq6SYxEBlCCLiEgSibgui1fvYH1FLREXAg5MHp7PwhmjYk6Sd+zYypYtlksuuZxwOLOfIhaRZKRZLEREJGmUV9WzvqKWguwQRTlhCrJDrK+opbyqPuZzHTx4gAMHamhubu6HSEUkmamCLCIiSWNvbSMRl2OtEI7jEHGh8lAjE0pzu3WO1tYWgsEMpkw5g0mTphAM6lehiHyYKsgiIpI0yvIzCTjejXXgfQ44UJrXvRaJnTu38cgjD3Lw4AEAJcci0in9zyAiIkljXEkOk4fnf6QHeVxJTreOz8nJY9CgQrKytDqeiHRNCbKIJLW+ntFAElvAcVg4YxTlVfVUHmqkNK97X/O6ukPk5uZRWFjEvHkL4hStiCQrXxJkY8xC4HZgAnAIWA0sstaWd7H/g8DC45zyk9baxdF93wUmdrLP/7HWPtiLsEUkwfTljAaSPAKOw4TS3G73HFdW7uWppx7j4osvY8KEU/o5OhFJBXFPkI0xXwJ+Avw3sAgoAr4JvGmMmWqt3dbJYfcA93XYFgIeAVqAFdFzZwMG+B7wdIf93++raxCRxNB+RgPHcXBd99iMBt1NniT1DR5czJQpZzBy5Gi/QxGRJBHXBNkY4wB3AY9Za7/Qbvufge3APwJf6XictfZ9OiS4xpgfAyXA2dba/dHNU4AgsMxa+5f+uAYRSRx9MaOBpK49e3ZTVFRMOBzmnHPO9zscEUki8Z7FIh94GLi//UZr7S68Voth3TmJMWYacAfwA2vtunZPTQMiwPo+iVZEElpvZzSQ1HX48GGWLVvCa6+94ncoIpKE4lpBttYexOs9/hBjzCygAFj3kYM69zNgF/CdDtunAQeA/zbGzAFygb8AX7PWvt7TuEUkMfV2RgNJXQMHDuTyy+dRWlrmdygikoSctsqLX4wxQ/Fu0ssCJlpra06w/wXAK8BnrbW/7PDcWrw2ix8Cy4GhwDfw+pIvsNa+0Y2QRgOd9UGLSAKKRFw27znE7gNHGDYom5OH5BEI6Aa9dFVeXk44HGbkyJF+hyIiyaHTXxi+TvNmjBkHPAcUApefKDmO+iKwB3igk+c+B2RYa19t9xovAhb4N2BOd2Orrq4nEvH3zUNfKS7OZd++Or/DSEoau96J1/gVhwMUl3pV4+rq2JccTkT63otdJBLh+edfIBQKc9ttf8/+/anxveAHff/1nMaud+I9fsXFnd+v4luCHG2reAxoBWZ3pwXCGJMDzAV+Ya1t7vh8Z+ew1lYbY14Fzu591CIikqgCgQDz5i0gEAgcu3FTRKQnfFlq2hjzaeBZoBI4J4b+4MvwWjEe7eScucaYTxljzujkuCxgX0/jFRGRxLVz53ZWr34F13XJzh5IVtYAv0MSkSQX9wTZGHMr8Evgz8AMa+3WGA4/D6gH1nbyXCPezXvf7fB6o4DzgT/0KGAREUlou3fvoqJiB83NH/nDoohIj8R7HuRSvAVCqoF/B042xrTfpcZa+54xZiKQ18lcxqcDG621kY7nttY2GWPuAX5gjHkAbxGRocC/4s1s8e99fkEiIuKbSCRCIBDgnHPO58wzpxMKhf0OSURSRLwryHOBgcBg4EXgtQ4f90b3+6/o447K8JLdTllr7wU+CUwGlgI/xpsh41xrbXWfXIGIiPhu587tPPHEwxw+XI/jOEqORaRPxXse5PvpsEhIF/vN7GL7qd04djGwOObgREQkaYRCIcLhMMFg0O9QRCQF+XKTnoiISE8cPXoUgCFDhnHNNTfqhjwR6RfdriAbYwbi3QB3DV6bRMfk2rXWFvVhbCIiIsfs3fsBy5Y9yezZcxk9eqymchORfhNLi8V/AJ8CXsZb5vkjN8qJiEhyi7gu5VX17K1tpCw/k3ElOQQSJBEtKhrM+PGnUFo6xO9QRCTFxZIgXwN801r7nf4KRkRE/BNxXRav3sH6iloiLgQcmDw8n4UzRvmaJFdVVVJUNJhQKMzMmbN8i0NE0kcsPcjZeHMXi4hICiqvqmd9RS0F2SGKcsIUZIdYX1FLeZV/SzbX19fx1FOP8frrr/oWg4ikn1gS5NXAjP4KRERE/LW3tpGIy7HeXsdxiLhQeajRt5hycnKZOXM2U6ee5VsMIpJ+YmmxWAQsNcY0A68ChzvuYK1d31eBiYhIfJXlZxJwwHVdHMfBdV0CDpTmZcY9loqKnQwYkE1R0WAmTDgl7q8vIuktlgR5TfTzvYDb4Tknuk0TUoqIJKlxJTlMHp7/kR7kcSU5cY2jtbWVVatWkpeXz1VXXR/X1xYRgdgS5E/x0cRYRERSRMBxWDhjFOVV9VQeaqQ0z59ZLILBIPPmLSAzMyuurysi0qbbCbK19sF+jENERBJAwHGYUJrLhNLcuL/2rl07qK7ex+mnn0lBwaC4v76ISJuYlpo2xhQCdwKXAAXAfmAV8FNrbXWfRyciImljy5bN7NtXyaRJp5OREdOvJxGRPhXLSnqlwGvASGADsA0Yinfz3q3GmLOstVX9EqWIiKSstpsCZ86cTVNTk5JjEfFdLNO8fRcYAJxprT3dWnultXYKcAZeon1PfwQoyS3iurxXWccr7+3nvco6Iq7a2EXkbyoqdvL007+nsbGRQCBAVpb6jkXEf7G8TZ8L3G2tfbv9Rmvt28aYbwHf6sO4JAUk6qpcIpI4mpubaGpqIhJp9TsUEZFjYkmQc/DaKjqzHSjqdTSSUtqvytU2p2rbqlx+3AAkIomjqamJcDjMmDHjGDVqLIFALH/QFBHpX7H8j2SBOV08NwfY2vtwJJUk4qpcIuK/Dz6o4Le//RV79uwGUHIsIgknlgryL4D/Mca0AA8De4AhwCeAfwK+2vfhSTJLpFW5RCRxDBpUyPDhozSVm4gkrFgS5AeAs4CvRD/aOMD/WGt/2peBSfJLlFW5RCQx1NRUM2hQIQMGZHPZZXP9DkdEpEuxLBTiAp83xvwMuBgYBNQAL1lrbT/FJ0ksUVblEhH/1dYe4Pe/f5gzzpjOGWdM9zscEZHjinmySWvtZmBzP8QiKcjPVblEJHHk5RVwzjnnM27cyX6HIiJyQsdNkI0xS4CvWWvLo/8+Htdae13fhSYiIsnugw8qyM3NJzc3l8mTp/kdjohIt5yogjwVGBj99zRAqzyISMKKuC7lVfXsrW2kLF8tPX5raWnmhRdWUFJSxpw5V/sdjqCfEZHuOm6CbK0d0+7fo/s9GhGRHtLCNIknIyPE3LnXMHCgWqwSgX5GRLqv25NPGmPuN8aM6eI5Y4xZ1ndhiYjEpv3CNEU5YQqyQ8cWppH42r17J9ZuBKC4uJTs7GyfIxLQz4hILE7Ugzyy3cNPAk8ZYzpbD3QOMLsP4xIRicnxFqbRTaLxtW7dWurqahk3zhAMBv0OR6L0MyLSfSfqQf5/wGXRf7vA0i72c4CX+yooEZFYaWGaxDF79hxaWpqVHCcY/YyIdN+JEuQvAFfhJcA/Af4D2NFhn1bgALCiz6MTEekmLUzjr927d7FhwzpmzbqCUChEKBTyOyTpQD8jIt13opv0tgE/AzDG5OOtmPdBPAITEYmFFqbxV23tQQ4cqKapqZkBA2KeYl/iQD8jIt0Xy0p6/9bVc8aYgcBF1tpn+iQqEZEe0MI08dfa2kIwmMHEiadhzES1VSQ4/YyIdE+3E2RjzDC8nuRLgK4alvQ/o4hImvjggwpefPFZ5s69hqKiYiXHIpIyYvk72I/xkuMngDOAemAdcCkwGri5r4MTEZHENXBgDoWFRQwYoGncRCS1dHseZLzk+JvW2oXAr4Fqa+1ngUnA/2fvzuPbOO97339msJHgTgqkNkqytpEUWaZkx4nlJUpiO4ntJLavs9fHSV89r3u6nPT0Nu1NTtO0adPTNl3u6c257U1umq1x0qyNE8dxEztekjh2nFSLbVmjXSIl7iRAgiCxzdw/BqAhEgABAgNggN/79fLLNjiYeZ4ZgHo0z3d+z6+A19nQPiGEEDVmdnYGgI6OTu666178/pYV3iGEEM5SzAC5E3g+9d8vYy1Dja7rC1gP8r25vE0TQghRa6amJvjqV7/Aiy8erXZThBDCNsUMkCeAjtR/nwH6NE3rTv3/ELC+nA0TQghRezo7uxkYuJatW7dXuylCCGGbYgbITwEf0jQtgDVAnuGV3PEbgakyt00IIUSNGB0dZmFhHlVVuf76GyVWIYSoa8UMkP8UeBXwLV3XDeBTwKc0TTsDfBTr4T0hhBB1JhaL8vDD/8ZPfvJEtZsihBAVUUwdZF3TtF3ANan//5imaXPALcAXgL+ypYVCCCGqyuv18aY33UV3d0+1myKEEBVRTB3km3Vd/wnwWPo1Xdf/GvhrOxomhBCiui5fHiKRSLBp0xY2btxU7eYIIUTFFFMH+SlN084Cnwe+pOv6oE1tEkIIUWWmafLccz8jHo/T378ZRZYjFkI0kGIGyPcA92PljT+uadoTWIPlb6dKvQkhhKgTiqLwlre8DcMwZHAshGg4BT+kp+v6Q7qu3wesA34baAK+DIxomvZpTdNusKmNQgghKuTy5SGefvpxTNOkqalZqlUIIRpSMVUsANB1Pajr+qd1Xb8Z2Ir1gN6vAz8tc9uEEEJU2PDwJYaGBolGZWJQCNG4iolYLErVQn438B7gNcAk8GAZ2yWEEKKCDMNAVVWuvfY17Nu3H4/HW+0mCSFE1RRTxcKPlUN+H3Br6uVHgfuA7+m6nih/84QQQthtePgSTz31GHfccTft7R0yOBZCNLxi7iCPAX7gTuNxIwAAIABJREFUOPDfgX/RdX3UllYJIYSoGLfbjdfrw+Vy2bJ/wzQ5PRZmJBRlbYeP7b2tqPLgnxCihhUzQP4K8Fld139hV2OEEEJUzvx8hOZmP4FAH/fc8y5bqlUYpskXn7nAsaEQhgmqAvs2dvDAwc0ySBZC1KxiHtJ7I7DDroYIIYSonImJMb785c9x6pQOYFspt9NjYY4Nhej0e+hp9dLp93BsKMTpsbAtxxNCiHIoZoDcCYzY1RAhRPkYpsnJ0VmePjnBydFZDNOsdpNEjens7EbTdrN+/QZbjzMSimKYrwzAFUXBMGF0JmrrcYUQohTFRCw+C/yFpmlTwHFd1+W3mxA1SKa0RT4TE2N0dnbhdnu45ZY32n68tR0+VMVamU9RFEzTRFWgr91n+7GFEGK1ihkg3wIcAH4JmJqmzSz5uanrek/ZWiaEWJXMKe30gCQ9pb2zr63azRNVtLAwz3e+83W2b9/FoUO3rvyGMtje28q+jR3L/sK2vbe1IscXQojVKGaAfCL1jxCihuWb0pYBcmNramrm0KHbWbdufcWOqSoKDxzczOmxMKMzUfrapYqFEKL2FTxA1nX9A3Y2RAhRHjKlLZYaHr6Ey+Wit3ct27fvrPjxVUVhZ1+b/AVNCOEYRa+kp2naOqyFQjZgLTO9FnhJ1/V4eZsmhFgNmdIWmUzT5KmnHsfjcXPvve+xrVqFEELUk6IGyJqmfRz4MOABTOCHwF8AazVNe4Ou69Plb6IQohgypV17qrlQhqIo3Hnn3aiqKoNjIYQoUDFLTf8m8FHgL4HvAs+mfvS/gAeBPwH+W7kbKIQonkxp145qVRUZHr7MpUsXufba19DW1m7bcYQQoh4VUwf5vwJ/p+v6R4FfpV/Udf37wMeAt5e5bUII4XjVWijjzBmdkydfJh6P2XocIYSoR8VELLZiRSqyOQqsK705QghRXypdVST9cOaNNx7iuusW8Hrl4UwhhChWMXeQx4DdOX6mpX4uhBAiQ2ZVEcDWqiLDw5f5zne+zvz8PIqi0NTUXPZjCCFEIyhmgPxN4OOapr0ZSAfnTE3TNOCPgO+Uu3FCCOF06aoiwUicyXCMYCRuW1WRRCJOLBbDMJJl37cQQjSSYiIWHwMOAt8H5lOvPQz0Ai8Df1zepgkhhPNVoqpILBbD6/XS37+Zd7zjfahqMfc+hBBCLFXwb1Fd18PAzcBvYFWxeAz4GfBB4Hpd10O2tFAIIRwuXVXk5h1r2NnXVtbB8djYKF/+8me5ePG8dSwZHAshRMmKqoOcWgzk86l/hBBCVFlHRwcbN26mu7un2k0RQoi6UexCIW8C5nVdf1rTtG1YK+ltBr4KfETXdaP8TRRCCLHU9PQUHR2d+HxN3H77ndVujhBC1JWC5+I0TXsAeAR4a+qlfwT2Y9VE/m/A/1n21gkhhFhmbi7MN7/5FZ577mfVbooQQtSlYsJqHwS+Avyhpmm9wBuBT+i6fg/WA3rvL3/zhBBCLNXS0soNN9zM1VcPVLspQghRl4oZIO8CPqfrugmkS719L/Wz54BNZW6bEEKIDKOjw4RC0wDs3XsNra2ylLgQQtihmAHyPJCubH8bMK7r+kup/18HTJezYUKI1TNMk5Ojszx9coKTo7MYqUUqapkT21xJyWSSH/3oEZ544kfVbooQQtS9Yh7Sew74A03TuoH/DStugaZp12BFLAoOw6XyzB8EdgIzwDNYD/mdzvOePwA+meVHT+m6fihju4PAXwLXAhGsBU4+rOv6TKHtE8LJDNPki89c4NhQCMMEVYF9Gzt44ODmspYXKycntrnSXC4Xb3nL2/H5ZOloIYSwWzF3kD8MvAr4MhACPpF6/YdAO/DRQnaiadrvYVW/eA5roP0hYC/wS03Trsrz1gPAMeCGJf/8Vsa+92PVZw4D7wT+DPg14FuFtE2IenB6LMyxoRCdfg89rV46/R6ODYU4PRaudtNycmKbK2Vk5DIvvXQMgJ6eNRKrEEKICij4DrKu6y9omrYD2A28qOt6JPWjXwOeK+QOraZpCtZA+mu6rmcObH8KnAd+B/j9HG8/ADyp6/qzeQ7x58Al4O26ridS+x4C/k3TtFt1XX9spTYK4XQjoSiGCUrqzquiKBgmjM5E2dlXm4MrJ7a5Ul588Sijo8No2m7cbk/Z9muYJqfHwoyEoqztKP/qfk4k50QIkVbsQiGzwC80TdulaVoXMKbrejGBuA7gQawlqjP3O6hp2gywIdubNE1rBbYD/zPXjjVN82JV1vhUenCc8jAwB7wN6+6yEHVtbYcPVQHTNFEUBdM0URXoa6/dqXkntrlSXv/624lGF8o+OJZIy5XknAghMhW7UMivYUUr+jNeuwD8ga7rK8YYdF0PYmWPl+73VqATOJrjrfux4iAHUxGNq4Ah4H8Bf5+qrLEVaAL0JcdMaJp2DuvOtxB1b3tvK/s2diz7g357b2u1m5aTE9tsp9HRYR5//PvccsvteDwe/P6Wsu4/M9KS/gtJOtLSqHfs5ZwIITIVPEDWNO3Xgc8CTwN/B4wBa4H3AF/TNO0eXde/l2cXufa7PrXfUeDTOTY7kPr3VcD/AUSB+4C/BdZjxTI6U9uEsrx/BisnXbCenvr6gzkQkF/wq+XEc/eht+3lxPAMl6YjbOjys2tdO6panbtghZ6/WmpztY2OXmBiYoLWVjft7eX//B0ZCaO6VXy+V+5Kq7EkERRHft5zKaYvjXJOitGo/S4HOXelqYXzV8wd5N8H/kXX9QeWvP4PmqZ9A+uBuKIGyJqmbQceBbqBN+m6PpVj028DZ4Ef6roeTb32o1Ss4nc1TftbXnngMFdtqKJqRk1OhjGM+igzFQi0MT4+W+1mOJKTz13AqxLos/6iNzlZnYfdij1/tdDmakomE7hcbvr6NvObv/mbTE1FbPn8+RUTI2EQjcYX75YaCQM/pmM/70sV+9lrhHNSDCf/7qs2OXelqfT5yzUYL6aKxTasChbZ/H9YC4kULBWreA7rzu5tuq7/PNe2uq4P6rr+vYzBcdp3ARewDwimXst2p7g94+dCCFFzxsZGePDBzzM6OgxYZd3sko60BCNxJsMxgpF4Q0daQM6JEOJKxdxBPoE1EM32UF4/cK7QHWma9hvAPwGngLt0XT+7wvZvBrp1Xf/Kkh81pf49DpwBEsCOJe91Y0UzpLq+EGKZWqlc4Pe30N3dg9+/ugFZMf1QFYUHDm7m9FiY0Zkofe1SsUHOiRAiU94BsqZpmXdj/wz4vKZpQawybeFUxOGtqZ/9RiEH1DTtfuAzwFPAPakH91ZyL/ABTdN+quv6xYzX3weMAMd1XY9qmvZj4B5N0z6WUcniLqAF+EEh7RNCNI5aqFwwOztDa2sbra1t3HXXvavax2r6oSoKO/va5AG0DHJOhBBpK91BDnJldlfBilN8RtO0eaA59boBfI0VHoTTNK0P687xJFY1jF2apmVuMqXr+klN0/YA7Rk1j/8GeBfwqKZpHwdmgfcDdwDv03V9IbXdn2I9RPgDTdP+AdgE/BXweJHl6IQQDaDalQtmZkJ8/etf5sCBV3PgwPWr3k+1+yGEEPVmpQHyn1Hkw20ruBPrbm4L2WsSPwTcDfwj8DqsATm6rp9KLSH9CeD/xhqIHwXu1nX9u+k367r+c03T7kht901gGis3/eEy9kEIUSeqvUBJW1s7AwPXsmNHaVUoq90PIYSoN3kHyLqu/2n6vzVN2wy8HSvPC3ABeEjX9YKzx7qufw74XAHbHcry2kvAPQW890dI3lgIUYBqLVAyPj5KS0srfn8L11332pL3JwutCCFEea34kJ6mac3APwC/zvKqF3+nadoXgd/WdX3ehvYJIYRtqrFASSKR4JFHvsOaNX3ceefdZdmnLLQihBDlVUgVi28CtwL/F/AVrMoTcayyb+8GPoS1YMgdNrVRCCFsUY3KBW63m9tvv4vW1vJFH6QCgxBClNdKVSzeC7wRuFXX9Z8s+fFx4GOapj0KPK5p2rt1Xf9Xm9ophBC2qFTlgtHREebmwmzdup116zaUff9SgUEIIcpnpYVCfh345yyD40W6rj+DVbbtA+VsmBBC1JPnn/85zz77E5LJZLWbIoQQYgUrRSz2Av+zgP38AKsMmxBCiCxuv/0OotGYrSvkCSGEKI+V7iB3ADMF7CcCyNMgQoiiGabJydFZnj45wcnRWQyznJUlq2tsbIQnnvghhmHg9fpoa5P4gxBCOMFKd5AvYS0v/fQK2+0DBsvSIiFEw6iFlezsNDIyzKVLg8zPR2hpkXsIQgjhFCvdQX4M+KCmaU25NtA0rQX4XWQpZyFEkTJXgOtp9dLp9yyuAOdkhmEAsG/fft71rvtlcCyEEA6z0gD5b4ANwEOapm1c+kNN07ZgDYx7sVa4E0KIguVbAc6pxsZG+drXvsT09BQAHo+3yi0SQghRrJVW0jujadr9WMs1n9U07TBwDkhgraj3aiAGvEfX9fM2t1UIUWfqcQU4t9uN1+vD7S6kzLwQQohatNIdZHRd/zbWQPhbwE7gncB7sSpcfBU4oOv69+xspBCiPqVXgAtG4kyGYwQjcceuADc/HwGgu7uHe+99N21t7VVukRBCiNUq6BaHrusvAe8B0DStB1B0XZ+ws2FCiPpXLyvATU9P8e1vf5UbbriFPXuuXoyMCCGEcKai5wB1XZ+0oyFCiMZUDyvAtbd3sHPnbjZu3FTtpgghhCgDCckJIcQqTU5O0NbWjtfr5eab31Dt5gghhCiTFTPIQgghlovFYnz3u9/gqad+VO2mCCGEKDO5gywcwzBNTo+FGQlFWdvhzKyqqB9er5dDh26np2dNtZsihBCizGSALByh3ldcE84xPj5KPB5n/fqNXHXVtmo3RwghhA0kYiEcoV5XXBPOYpomP/nJEzz99OOLq+UJIYSoP3IHWThCvhXXylH9QOIbohCKovDmN7+VRCKBqsr9BSGEqFcyQBaOYOeKa/niG0KAFas4c+YUr3nNjfj9LdVujhBCCJvJLRDhCHauuCbxDbGSc+dOc+rUCRYW5qvdFCGEEBUgd5CFI9i54tpIKErSMJmLJYnGDXwelaRhMjoTLUPLhZOlZyxe/eqDXH31AZqbm6vdJCGEEBUgA2ThGHatuNbb7mU6EiM2a4IJKOB1KQTavGU9jnCW8fExnn76cd785rfS0tIqg2MhhGggErEQDU9BgVSuGUj9W7FeFw0rkUgQj8dIJpPVbooQQogKkzvIouGNzkTp9nto8jQRTRj43CoL8SRjsxKxqKRaqSQSi8Xwer2sW7eed77zfqlWIYQQDUgGyKLhWRUyFPxeFy0+N6ZpEksYZamQIQpTKwvBTE1N8tBD3+CWW97Itm07ZHAshBANSn77i4ZnZ4UMUZhaqSTS1tbOxo2bWLMmUNHjCiGEqC1yB1k0PDsrZIjC2L0QzEqCwWna2trxeDzcdtsdRb23VqIhQgghykcGyEJgX4UMURg7F4JZycLCPN/+9lfZtk3jda97Y1HvrZVoiBBCiPKSAbIQourSMZelA81KxFyampq54YZbWL9+Y9HvzYyGpAf26WiI/GVLCCGcSwbIQoiqq0bMZWJiHEVR6OlZw+7de1e1j2pHQ4QQQthDBshCiJpQyZiLaZo8/vgPUFUX99333sUBbrGqGQ0RQghhHxkgCyEajqIovOlNb0VRlFUPjqG60RAhhBD2kQGyEKJhTEyMc/nyIPv2HaCzs6vk/UkFFCGEqE8yQBYNKWEYPKmPc2Zsjm29LRzSArhrcFEIKSFWXsePH+PcuTNo2h58vqay7FMqoFSPfD+EEHaRAbJoOAnD4A+/+QIXJucBE44rPPLCCJ+87+qaGiRLCbHyu+mm13PgwPVlGxyL6pHvhxDCTrUzGhCiQp7Ux7kwOU+TR6HZ66bJo3Bhcp4n9fFqN+0KtbK6nNNNTIzz/e//G9FoFFVVaW2VO731QL4fQgg7yQBZNJwzY3OAiaJYH3/r3yZnxyNVbddS+UqI2ckwTU6OzvL0yQlOjs5imGZBP6tV4fAM09NTRKML1W6KYzjhOlfr+yGEaAwSsRANZ1tvCxxXME0DRVExTQNQ2BrwV7tpV6hGCbF809aAo6a0k8kELpebLVu20d+/BZfLVe0mOYJTogtSYk8IYSe5gywaziEtwOaeZhbiJvOxBAtxk809zRzSAtVu2hXSJcSCkTiT4RjBSNz2EmL5pq2dNKU9OTnBgw9+nkuXBgFkcFwEp1znanw/hBCNQ+4gi4bjVlU+ed/VPKmPc3Y8wtaAvyarWFSjhFi+aWvTxDGrxvn9frq7e2htlcFSsUZCUZKGyVwsSTRu4POoJA2z5q6zlNgTQthJBsiiIblVlVt398Huarckv0qXEFtp2rrWp7RnZ2dobW2judnPXXfdW+3mOFJvu5fpSIzYrAkmoIDXpRBo81a7actIiT0hhF1q65aZEKKq8k1b1/qU9txcmG9840Gee+5n1W6KoykokPoLEJD6t2K9LoQQDULuIAvRYPItrrDStHUtT2n7/S0MDFzLtm07qt0URxudidLt99DkaSKaMPC5VRbiScZmo2hr5U6tEKIxyABZiAZSSIWCfNPWtTilPTk5jtfro62tnQMHrq92cxzPitko+L0uWnxuTNMkljBqKkojhBB2k4iFEA3EKRUKCmUYBo8++j0ef/wHi5EAUZpaj9IIIUQlyB1kIRpIvioVtXRXuFCqqnLrrXfg8/kW+1Rt+SIsTtDI1SGcfu2EEOUjA2QhGki9LK4wOTnO5OQEO3fupq9vbbWbs8gpi2yspBajNHarl2snhCgPiVgI0UDqZfr8V7/6Bc8++1Pi8Xi1m3KFeouwNBK5dkKITHIHWYgGUi/T569//e3Mz0fweDzVbsoV6i3C0kjk2gkhMskAWQjqJ3tYSD+cOn0+OTnB4cPPc+jQbXg8Hjyejmo3aZl6ibA0Irl2QohMMkAWDS9f9tBJ6j1DOT4+yqVLg0Qic7S3197gGF6JsCy9Bk6LsDQiuXZCiEwyQBYNLzN7mL5zlM4e9vW2V7t5BcvXD6fdLc5kGAaqqrJr16vYtm0HHk/tLXmcVi8RlkYk104IkUkGyKIuFROZGAlFSRgGp8bCRGJJ/F4XXX4PozPRCre6NHZlKKsZP5mamuDRRx/m9tvvYM2aXlsGx6X2L9v7nRhhEc6NH9W6eomwicYiA2RRd4qNGnS2uDg/Ob/4/6H5BKH5BB1+VyWbXTI7MpTVjm24XG58Ph9utz0P45Xav2qfHyFqnXxHhFNJmTdRd4ot1/Sd/7hc1Ou1yo4SbtUqfTU/HwGgo6OTe+99N52dXbYcp9T+SWkwIfKT74hwKrmDLOpOsVGDc5ORrPvJvKvsBHZkKKtR+mp2doZvfvNB9u+/noGBa1dcIa+U6dtS+yelwapLpu5rn3xHhFPJAFnUnWKjBletaWEiHFz2+pY1frubWnblzlBWo/RVS0srO3fuYcuWrStuW+r0ban9k9Jg1SNT984g3xHhVBKxEHWn2KjBh960A9eSP09divV6o6vkynvT01MsLMyjqio33vi6gmIVpU7fltq/elmZ0Ilk6t4Z5DsinEruIIu6U2zUwO/x8OX/fB1/9r0TDE3Ns7G7mY+9dRf+GlulrRoqVfoqmUzwve99i56eNdx55z0Fv6/U6dtS+2fX+TFMk+OXQrx8fkqiAznI1L0zSPk84VQyQBZ1qZiogWGafOP5y8QTJoG2JuIJ6/+dtlCIXSpR+srlcnPo0G20tRVXd7oc07el9q/c5ycdHXh5NEw0lpToQA4yde8cUj5POJFELETDk6na6pmamuTixfMAbNq0ha6u7qLeX4/Tt+nPY1eLVz6PedTjtRdC1A65gywaXr6pWmGvZ555imBwmve85/24XMXXna7H6duln8dILMnMQpzDg0HH962c6vHaCyFqhwyQRcOTqdrqufXWt7CwsLCqwXFavU3fvvJ5NBicihCaj5M04MkT40SiSYlaZKi3ay+EqB0SsRANT6ZqK2tqapKf/ewpDMOgqanZtkVAnCr9ebw8vcDUXAxFUehu8dDX7pOohRBCVIjcQRYNT6ZqK+vChXOcOnWCa645QGur3PlbKv15DLw8zr89P0hPq5cWr0uqNAghRAXJAFk4il0rZ8lUrf3SEZb9+69j165X0dzcXO0m1SxVUXjN9jU8/sLw4uBYoj9CCFE5VRkga5r2APBBYCcwAzwDfETX9dN53rMJ+HPg9UA3cAb4f4FP67puZGz3ErAnyy4+oOv6F8rVB1F5snKWc01NTfLjH/87t99+J+3tHTI4LsCude3s29ix7PMu0R8hhLBfxQfImqb9HvD3wD8BHwF6gI8Bv9Q0bb+u6+eyvKcLeBowgD8GLgFvBv4fYBfwu6nt/IAG/CXw3SW7OWNHf0TlZJZjS99RS2cy5c5vbUsmk8TjcZLJZLWb4hiqKtEfIYSolooOkDVNU4CPAl/Tdf23Ml7/KXAe+B3g97O89QFgM7BH1/WXU689pmlaO/Dbmqb9ia7rQeAawAV8T9f1Z+3riaiGaq+cZVe8o5Iq3Ydo1CqVFwj08u53/6fFa1du9XBtspHojxBCVEel7yB3AA8CD2e+qOv6oKZpM8CGHO+7DHwqY3Cc9hLWgHgtEAQOYN1lPlbORovaUM1ybPUQ76h0H0KhIF/60te5/vqb2LVrj62DY6dfGyGEELWlogPk1F3eDy59XdO0W4FO4GiO930d+HqWH90HzALpWMYBYBr4J03T7gDagGeBP9R1/bmSOyCqKl3+qhqZzHqId1S6Dy0trWzbto3e3r6y7ztTPVwbIYQQtaXqVSw0TVsPfBYYBT5dxPv+CLgJ+CNd19NLnh3AeoBvGLgHWA/8d+ApTdNu1nX9+UL339NTXw/CBAL1MVD40Nv2cmJ4hkvTETZ0+dm1rh1VLf0uoWGY1n6nImzovnK/gUAbR0bCqG4Vn8+z+B41liSC4phzW6k+TE1N0dbWhsfj4e677y7bfnOph2uzlGGYHL8Uyvp5FIVz6vWvFXL+Vk/OXWlq4fxVdYCsadp24FGsQe2bdF2fKvB9H8d6sO/rwF9l/Oi/AG5d13+Wse1jgA58HLij0LZNToYxDLPQzWtaINDG+PhstZtRNgGvSqDP+gvM5GTpiybkm6Lv621nfHwWv2JiJAyi0fjiXUojYeDHdMy5rUQf4vEYX/nK51m/vp/bbrujIp+9erg2mdKfx5dHw0RjSYmMrFK9/d6rNDl/qyfnrjSVPn+5BuNVGyCnYhVfA5LAbYVEIDRNawY+D7wL+Bzwv2eWeMu2D13XJzVN+xlwfbnaLupLvin6vt52oLrxjnKpRB88Hi8HD76Onp5A2fa5knq4NpnSn8fezmbi3qRERoQQogqqVQf5N7DKvJ0C7tJ1/WwB7wkAjwDXYsUq/seSn7cB7wCO6rr+qyVvbwLGy9F2UX9GQlGShslcLEk0buDzqCQNk9GZ6OI2TlttL1dVB7v6MD09RTQWZYZWRsw1mHEvnWZlZmBW6pfTKlxUu1qLEEKI6tRBvh/4DPAUcE/qwb2V3tMCPIZV8/jdqYf2looC/4C16MibMt67GSur/JnSWy/qUW+7l+lIjNisCSaggNelEGjzXrGdU0purVTVodx9ME2THz/x74xNz3Ky5XoMlMVjfuhte8t2nHxy9cuJFS4yq7UAsoKeEEJUQaXrIPdh3TmeBD4B7NI0LXOTKV3XT2qatgdoz6hl/HFgH/Ap4KKmaa9dsutjuq5HNE37c+CvNU37PPAVrIf0/gSrssUn7OqXcDYFBRQF0zRQUFIDE9V63YEqXdVBURR27D/Ec8+co7PFe8UxTwzPEPCqZT9moZxY4SIdGTk+EiYWTzo+MiKEEE5U6TvIdwItqX8ey/Lzh4C7gX8EXgeLI5R3pv79X1P/LLUfOKLr+ic1TRvFKiX3DmAB6yHAj+i6PlmuToj6MjoTpdvvocnTRDRh4HOrLMSTjM1GV35zDbJ7ij4dWbhweQxz9jJvvOlGgnEPUVcLrUuOeWk6QqCvtWoxByfGFdKRkcm4yYkLUzUf5xFCiHpU6TrIn8N6uG6l7Q4t+f9NRRzji8AXi26caFjWlLaC3+uixefGNE1iCcOxU9p2LqiSGVnonjtNR/QyQ0aAG3dtyHrMDV3+qsYcqrm4TClURWHPhvaq3n0XQohGJr99RcNLT2kHI3EmwzGCkbijp7Tt7E9mZMEM7Ca09kZeGI1iYmY95q517Ve8p6fVS6ffsxhzsFu9XVshhBCVUfWFQoSoNqdVqFiJnf25cHmM9TOHWWgawHT5MD3NGNEY47Ox7MdUlarGHMp9LpxWEWMl9dYfIYQoFxkgC4FzKlQUyq7+tLnjeJMRosmYNUDOiCzkOma1Yw7lOhdOrIiRT731RwghykkGyEKIFSWTCVwuN9fv1Tge9HL+8ixGLFZQhYV6WcjDiRUx8qm3/gghRDnJAFkIkVcoNM13v/stbr75DWzZspX333RVUZGFeomwOLEiRj711h8hhCgnGSALUQFOzno2NTXT3b2G9nZr2e3VRBZqOcJSyLUxTJNYMslcNIFhGqgo+DwqigMqYuRS7eiLEELUMhkgC2Ezp2Y9w+FZ/P4WfL4m7rzz7mo3xxaFXJv0NkeHQkxHYozOWgNJl6KwZY2frYGWKvdideol+iKEEHaQAbIQNnNi1nNhYYFvfesrbN26g5tvfkO1m2ObQq5NehuvS8GtKnhcCvEkrO/0YRgmZ8fnavY65lMv0RchRO0xTZOh6XlafW66WrzVbs6qyABZiDwMw+Tk6GxJ0YhSs57ViGc0NTUxMPBq+vsLXqOnqlZ7jgq5NultYgkTUHC7VEzTQFVVTIdndtPRl+29rZweC/PTU5OOiwAJIWrD9FyMw4NBDg+GODIYJBiJ097k5gsfuA6Py3nLbsgAWYh39uhrAAAgAElEQVQcDNPkHx87ybMnx0uKRpSS9ax0PCMYnAags7OLa645UPb926GUc1TItUlv43EpoIBpGqCAz6UQT5qOz+w6NQIkhKiuaCLJS5dnOXwxyJHBIOcnI8u22dzjx6068/eIDJCFyOH0WJhfnZsqORpRStazkvEM0zT5939/GEVReMc73rd4V7XWlXKOCrk26W2ODoXwuFTmY0mavSqxhME1/Z2Oz+w6MQIkhKg80zQ5Pxnh8MUghweDvHR5hnjSvGKbZo/K1Rs6GOjvZP+mTjZ0Njnmz5KlZIAsatbSafOtgRbOjs9VLGowEoqSTN1ZhNWXwSol67lSBKCc8QtFUbj11jcDiqN+oZUSYSnk2mRuMxxaIJ408LpU1nY01UUUQcq9CSFymZqLcWRJbCKTAuzoa2Wgv5OB/g52rW1zZJwiGxkgi5q0dNpXwURVFUyTik0Dr+3w4UrdUSu1DNZqy5zliwCUa2o8GJxmePgSu3fvpacnUGzXqq7UcmWFXJtaLlNXKin3JoRIW4gnOX55ZnFAnC02EWjzsj91h3jfhg7amz1VaKn9ZIAsatLSad/wQpwz4xG2Bfy0NnkqMg28vbeVa6/qXpZBruSUer4IQLmmxo8c+SXnzp1m69bt+HxNNvbGHlKurDRy/oRoXIZpcn4iwuFBK0ecLzaxf1Mn+/s7We/g2EQxZIAsatLSad9owgRMYqkvbiWmgVVF4bdu3cn+9W1VK4OVLwJQrqnxm29+A/v3v7rgwXGtLXoi5cpKoyoK99+wiSf1cc6OR9ga8HNIC8j5E6JOTYbTsYkgRwdDBOevjE2oivUX54H+Tg5s6kTra8VdJ7GJYsgAWdSkpdO+PrcCKHhd1h/alZoGVtXqT63nmt4vZWo8GJzm+eef4dCh2/F4PHR0dBbUllqteFDPEQi7GabJv/z84uI1fXl4hsGp+apfUyFEeSzEk7x0eSZVbSLEhanlsYneNl8qNtHBvo0dtDXVZ2yiGDJAFjVp6bSvgsnmnmZiSZPJcEymgSltanxycpxLl4YIh2fp6uou+JhS8aD+yDUVor4Ypsm5ibnFAfFLl2dIGEtjEy72bWxnf38nAw0UmyiGDJBFTco2bZ6uYlGOafRaiwmsxmqiBYZhLXBx1dYdRJvW8MK4wdrYbFkX1litergmTiRVLIRwvslwlMODIQ5fDHJ0KEhoPnHFz1UFdvS2MpDKETdqbKIYMkAWNSvbtHk5ptFrNSawGsVEC0KhII888h1ed+g2/v1s3LaFNVajnq6J00gVCyGcZyGe5MVUbOLwYJDBqfll2/S2+RYfrLtmYwetTTLkK4acLdFwGnVK2eVy4fM1MTwbt3VhjdVo1GtSC6SKhRC1zzBNzo7PpapNhDieLzaRGhSv65DYRClkgCwaTqNNKc/PR2hqaqa1tY177nkXPzk1iWGGbFtYYzUa7ZrUEqkCIkRtmghHOXLxlUU6Zhayxyb2b7JqEu/sldhEOckAWTSMdMZ1ODRPLJFczOPW85RyJDLHN77xILt37+X66w+iKEpFFtYolkzzV1c5r2m2LDkg+XIhVrAQT/LipRkOD+aOTfS1+65YpENiE/aRMysawpUZV5NwLEl4fI4uvxeXqtTtlHJzsx9N28PWrTsWX6vFKfVabJMoXrYs+dUb2kFReEHy5UJcYTE2cdFapOP48Oyy2ITf6+LqDR0cSN0lXtfhvMWcnEoGyKIhLM24drd4GZmJctOONQz0d9TdHa1QKIjH48Hvb+G1r73pip/V4pR6LbZJFC9blvz589OgKKxt90m+XDS88dkoR1I54sODQWazxCZ29rWxv99auW5nXxsuVX4PVoMMkEVDyJZx9bpU1nU01dwf0qWWOzMMg+9//zs0Nzdz993vzPqQRi0urFGLbRLFyfY9s1a/NCRfLhrSfCzJi5dDHL5o5YgHp5fHJta2W9UmBvo72bexg1afDM1qgVwF0RCcknEtR7kzVVU5dOhWvF6fPMEsKirb98zrUkBRa/67J0Q5JA2Tly+F+PGxyxy+GOTESPbYxDUbOxYHxRKbqE0yQBYNwSkZ11LKnYVCQaamJrnqqm2sX7+xQi0W4hXZvmev3tKVNYNca989IVZrfDZqPVh3McjRoVDW2ITW17ZYfm1HX6vEJhxABsjCUVYbP3BKxrWUcmfPPvtThocvsXHjJjweT9na5IQV7gptoxP64mSqonD/DZt4Uh/n7HiErQE/h7QAqqKkzvsCsaSB26Vyeiws5184UmZs4vBgkKEssYl1HU0M9HewPxWbaJHYhOPIFROOUWr8wAkZ11KiIK9//e2Ew7NlHxzX+gp3hbbRCX1xOsM0+ZefX1w8xy8PzzA4Nc8DBzezvbeVn52elPMvHCdpmJwZD1sP1uWITbR4XexLxSbeeM0GvMlklVorykUGyMIxGmG1tWKjIKFQkGPH/oODB1+H1+ulu7unrO1xwjkvtI1O6IvT5TvHgJx/4Rhjs9HF8mtHB0PMRrPEJta2LdYk3tH7Smwi0O1nfHy2Gs0WZSQDZOEYw8EFIrEE8/EkmNDe7MYwzbI8DV8rU++FRkHS7T3+0nHGz77M3qv309XZlXO/mf0LtHkZmo5wdjzCtt4WDmkB3Gr21ZdqZYW7fNen0DbWSl8KYZgmxy+FePn8lK2fx3J/7vOdY9PEMedfNJ5ILMmLl0KpLHGIS8HcsYkDm7q4ekO7xCbqnFxd4QiGafLLC9OMzlh/AAOMzkKL101vW2lPw+ebeq+GlaIghmnyhZ+d54VLMxhmC+6W6/nOSyEeONiZM3eb7l/SNLkcXCCeNHApoBxXeeSFET5539VZB8m1UP1jpWhEoW2shb4UIt3fl0fDRGNJ26IIdkROVjrHTjj/ojGkYxOHU0s5nxiZJbk0NuFLVZvo72RgUydr26XaRCORAbJwhNNjYU6PW9O0igKmCUkDkqaJibnCu1fed66p377e9nI0v6yOnb1M8Pjj9KzZh+FtwzQ9eaeqM/s3ORcjmjBQFfB6XLgUuDA5z5P6OLfu7lv23lqo/rFSNKLQNtZCXwqR7m9vZzNxb9K2KIIdkZOVzrETzr+oX2MzCxxOLdBxdDBEeElswqUqaH2tDPR3cmBTJ9t7pdpEI5MBcoOzK1pgx9RtNJ7ErSqgAFh/oDd7XIzPxti1dvVtzTctXIvGZuZRzCRK6i8GK01VZ/ZvLpokfRUMA9xuFUhwdjwCu5cfqxaqf6wUjSi0jbXQl0JUKgpix3FWOsevVLiYY2ugZbHChRB2WIxNXAxyeDDIpeDCsm3WdzRZ5dc2dXL1hnb8XhkWCYt8EhqYXU/127Hf3nYv83GTWNLE2oWJqih4XUrJU7ROmXqPxWJ4vV62rO/jBx2vodPjRYEV25vZvxafi7FZ6+8YqgqmaQAKWwP+nMetdvWPQq5PoW2sdl8KkdlfWPn6luM45fzc5zrHyytczC5WuJBBsiiHpGHdmDmcWso5V2xiYGNnapGODvokNiFykAFyA7PrqX479qug4HYpqIr1oI8JKJjs6GsteYrWCVPv4fAs3/72v7J//6t51d5r2NffWXB7M/sH4HOrxJMGsXgSRVHZ3NPMIS1Qye4UxQnXp5zS/T0+EiYWT9rW30qfV6kiIuwwMrPAkdQd4qNDIeaiV5ZXc6kKu9a2pR6u62RbQGITojAyQG5gdk3l2rHf0Zko3X4P6zqamJmPL75+3Zbuku8+OWHqvbnZz6ZNW1i7dn3R7V26/ZpWq4rFuYn5xYUcclWxqAVOuD7llO7vZNzkxIUp2/pb6fPqpCoionZFYgmODc0srlw3HFoem9jQ2bRYfm3vhg78XlcVWiqcTgbIDcyuKVY79ru2w2dlZ00Tn9uFz60QSxgFrWGfKw+d7fVa+4N6dnYGn68Jr9fLoUO3Lb6ebxo7W18ztzdME5eq4HO7U9eqdgeaS/tz4/aemm4vrJy/LySfryoKeza0E/AW/heX1eT+Kxk5cUqUSdSWpGFyaiy8mCPWR2ZZkpqg1efmmtSqdRKbEOUiA+QGZtcUqx373RpoQVUVzoxHSAcsNvc0szXQkvd9ufLQ99+w6Yo8ZC2u6pVMJnjooW/Q1dXDnXfeveL2hWS/nbSanJPamrZSm52U+y+3RovKiNUrNDaxf1Mn+/s7JDYhbCED5AZm1xSrHfs9Oz6HacK2gJ9Y0sTrUoglTc6Oz+W9+5Ur9/ikPl7zeUiXy83Bg7fQ1tZR0PaFZDydlAN1UlvTVmqzk3L/5dZoURlRuMJiE83s32TdJZbYhKgEGSA3OLumWMu933R+sbXJs/jaZDi2Yn4xV+7x7HikYnnIYqe+Z2ZCzM2FWbduA1u37ij4OPkyntt7Wzk9FuaJE+NEYkk6/Z5l29TKQCrN7syqHSUOV2pzIdco3Z6ensLvrDol3+uEKiLCfoXEJtp8bvalHqwb6O8seUEoIYolA2ThCKvNL+Z639aAn5eHZ2zPQ65m6vvppx9namqS973vA7hchX9Fc/U10OZdbMN8PMlEOIZhmmzsagao2RyonZlVuyIJK7U5189723zL2nP48izvGFhXUHsk3ytq3UhoYfEO8bGhEHMxiU2I2iYDZOEIq80v5nrfIS3A4NS87XnI1Ux9v+ENbyISiRQ1OIbcfVVQFtvQpXhJJA2m5uKoioLf66rZHKidmVW7IgkrtTnXz03MZe355dkp9q8v7G6r5HtFrZmLJjg2FFqsSZwtNrGxq3nxwTqJTYhaIwPkBmfXSnrlttr8Yr73VSIPWejU98xMCF0/znXXvRa/vwW/P//Dh9nk6tNPT01e0YZNPS24XfMc2NTFIW1NWfu99PNUTEyg0P6Uo63FRB2KOeZKbVYVJetqcs+cnlreHsyCIxKS73Uep/zuLVTSMDk5OsuRQWvlOn00e2zimv6O1CIdEpsQtU0GyA3MCU++Z1ptfjHX+yqRhyx06vvUKZ1jx/6DXbteRVtb+6qPl61P2drQ7HFxSFtT1r5n+zwVExPIxq5rVEgcZbXfiXxtzrWa3A3bupe3h+JWiZR8r3M47XdvLsOhBQ5fDHIkVW0isiQ24VYVdq9rS90l7mRroEViE8IxZIDcwJzw5LvTFTr1feDAq9m5czdtbeU/75Wafs/2eSomJlBJhcRR7PhO5PrOHdzWs6w9r90ZkIhEnXLq795wKjZxJJUlHpmJLtumv6t5cRnnves7aJbYhHAoGSA3MKc8+e5k+aa+Z2ZCPPnkY7zhDbfT2tpW0OB4tYtQ2DX9nnm84dA8RuoOKBQfEyi3fOeq0DhKub8Tub5zY7PRZe25Yc86JifDJR+zltRbrGC1nPK7N2mY6KOzqZrEIU5mi000ua1V6/o7GNjUyZpWiU2I+iAD5AYmT75XRq6p70hkjlBomvn5eVpbCxscl7IIRbmn35ceL5ZIEo4l6W7xrjomYFfbsk1hFxpHKed3It/+l7ZHrbOp6HqJFZRDrf7uNU3Tik0MBnl59DTPn53MGpvYs66NgdRSzlsDLQ13/URjkAFyA5Mn36sjmUzgcrlZu3Y9733vB3C5CpuCrNYiFIW2xzAMwuNzjMxE8brUqsYEVnsu7P5ONPJ3zqmxAjvU0ucgvJDgaDo2MRhkNFtsors5dZe4k70b2mnySGxC1D8ZIDewSk29O2EqtZj2ltK32dlZHnro67z2tTexfbtW8OAYSluEwo4ByNLjqapKl9/LTTvWsK6jqaoxgaVti8SSzCzEOTwYzHu97K4GUQvVJqr13XRKrKASqvk5SCQN9NHwYo741Fh4WWyivcnNa3esYXdvKwP9HRKbEA1JBsgNrhJT77U+lZqvvcVsW0jfmpqa6OlZQ3t7Z9HtXO0iFHZN22Y7nktVGOjvqHpMILNtQ9PzhObjJA148sQ4kWgy7/WyuxpENatNVPO7Wauxgmqp1OdgMTaRyhGnFwzK5FYV9qxvt3LEqWoTfb3tjI/P2to2IWqZDJBF2TltKjVfe/t62wveNl/f5ubCNDU14/F4eMtb3r6qdq52EQq7pm1raZo4V9t+cX6aqbkYbpdKd4ubvnZfTX8W7VbN72Ytf17qjRWbCHL4orVQx9hs9tjEgVSO+FXrJTYhxFIyQBZlZ02lmkRiSaJxA59HxTCLr2ZQqangfFO/xWybq+6tfnman/7wm6wJrOPtd95VUk3glRahqOS0ba5FL+w6XrbPA5D1M5I+F36vmx8eH6Wn1UuL17Xqaf1KfBZLXWSlkDZWM+ZQ6c9LI0nHJg4PBjmSIzbR0ey2HqxLrVzXI7EJIfKSAbIou752H1ORONH4AgoKJiY+t6uoVZMqORVczNRvMdtm9qFN2ciZUBvBZy6U1IeVpmUrOX2fa9ELO65Rts/D1RvaQVF4IcdnRFUU9m/q4Nmzk4uD49VM61fis1jqIiuFtrGaMYdKfl7qnWmaXA4upJZxDnJsaCZrbOJV69sZ6O/gwKYutqzxy3kWoggyQBZlZ2JCuh7u4t0q03q9QJWcCi5m6reYbV84N8yJ85fobO9CabkKV41HTYpVyWuU7VjPn58GRWFtuy/n8csxrV+Jfpa6yEqhbaxmzMFp0ataM7sQt6pN5IlNbO72s39TB/v7O9kjsQkhSiIDZFF2YzMxuvxemrwuogkDn1tlIZZkfDbGrrWF7aOSU8HFRBMK3dY0TQ4/+2PWzc4y034LoNTdU/uVvEbZjhVLmoCR9/jliJ1Uop9Zj1HEIiuFtrGa1ROkikVxFmMTF63ya6dGw8tuMXQ2exhIPVg30N9JT6u3Km0Voh7JAFmU3doOHy5VocXrotXnJrwQJxJPEk0kMUyzoD+Ms00FKwpEE0mePjlR9hxoMdGEQrZVFIWB6w/xr8+doxkFBQqeznZKibys1wjzimtUbI4237EUTMILcaIJE59bwaOCorpWjAuUGjupRCwh6zGKWGSlmDZWq4qGVLHIzzRNLgUXFsuvvXApxHzcuGIbj0thz7p2DmyyBsQSmxDCPjJAFmWXnsY9OhRiIhxjPpak2avy8NHhgjOHS6eCFcWaDn746DAmSs2WjpudneHChXPs3XsN+7Zt4PBooqjpbCeVyFt2jTBRVYXvHxtZVY42n62BFlRV4cx4BDABhU3dTezd2MGLQzO2xgUqEUvIdoxiFllxQoUIJ7Sx0mbm41cs0jE+G1u2zZYe/+Kqda9a34bPLbEJISpBBsii7NLTuD8+Mca//mKI9R0+WnzWR63QzOHSqeBoIsnDR4fpyljGuBbziy+8cJjjx19k69bt+P0tRU9nOymnme0aff/YyKpztPmcHZ/DNGFbwE8saeJ1WRGLG7f1cPP2NbbGBSoRS8h2jGIWWamFBUhW4oQ22i2eNNBHZjk8GOLwxSCnx7LEJvyeVLUJKzrR3SKxCSGqQQbIwhaqouB1uWjxuWlt8iy+XkzmMHMq+OmTExgmzGWUjksaxZeOK4d8EYjXvvZm9uzZh9/fsqwPhciW00waJkcGQxUtMVboMbJdo2w52u29rcv2b5gmT+rjnBmbY1uvVfLLrapZj5M+L5mfpclwjPHZGDfvWFOREmV2xxKWHqPYRVaquQBJoZzQxnIyTZOh4Pzig3UvXAqxkCU28ar17dZSzps62dLjX/wO2cEpES4hqk0GyMI25cwc9rZ7mY7EiM2a6Rl2vC6FQFtl765ki0Ds7fWwMX6WQ6+7FZ+vic7OrlXvf+k5MwyD6UiMJ/RxvC61YiXGVnOMXDnaQJt3+Tnb2M6LQyEuTi0AJhxXeOSFET5539VZB8mSXxVOkY5NHE5liSfC2WMT+1M54krGJpwU4RKi2mSALGxTzsyhggKKgmkaVm1l0wTU1ONvlZMtAnF2aAQjdpHZ2Rl8vqaS9r/0nMUSyRVLmdnRp9UcI1eOVkFZtv9nTk8yNRfH71VRFBemaXBhcp4n9XFu3d1X0L4bPb8qakM8aXBiZHax2sSZsbmcsYkDmzoZ2NhBV5ViE06KcAlRbTJAFrYpZ+ZwdCZKt99Dk6fpldJx8SRjs1G0tcX/Yi92mjG9/RMnxpmPJ+lSvIu1nsOeHnZcdw9r1vQW3Y6llp6zy8F5njkzmbM01mqnSzPfNxyax0jXrc5yjNW2PZ2j/befn18WvViIG6m7wWrqNRVIcHY8ArsL23eh16wcU8kyLW2/lc5xNa9B5rH72r00e90cSeWIX7y8PDbhdalWbCJVk3izzbGJQkmpPSEKJwNkYatyZQ6tKXYFv9fKNZumSSxhrGqKvdhpxsztI7EkE+EYSjzC7sRxwp27UJUO1neX705m5jk7OTrLs2enskYLVjtduvR9sUSScCxJd8YDkKuNL2TL0WaLRzR5VCKx1IyAomKaBqCwNeAveN/5lHMqWaal7bfSOa7mNTBMk888fZZfng8SiSWZjydJLF3HGbhqjT+1jHMne2q02oRElYQonAyQhSOUc4q92GnGzO07/R4M02Q6HGfB5WImCvuusm+qP1+/VztduvR9hmEQHp9jZCZ6Rc65XH3K1oeD23syMsgJQGFzTzOHtEBZjlnOqWSZlrbfSue40tcgnjR4eXiWI4NBfn52iqHp+WXbtDW5efXmLvZv6uSa/g66/LVfbUKiSkIUTgbIDiDTu/mn2Is9P8VOM2ZuryRjrGvzMLvg5WXP1Qys6+I9r9m4qutRSLvz9TvdLoBwNEE0brAQTzISWsg7aFjaf1VV6fJ7uWnHGtZ1NJUUhVnap56e1px9SFexODseYWvAn7eKRbHKOZVs7cskklFBxTCrU0HFaQr9bq50vey+BqZpMjg9z+GLQY4MBnnh0gzRxJWxCUWBNp+bjmYPpgnvuX4jt+wsz1/oKkVK7QlRuKoMkDVNewD4ILATmAGeAT6i6/rpPO/xAR8H3gsEgBeBj+m6/oMl2+0B/hY4iFXv4BHgQ7quD9vQFdvJ9O4rsk2xr+b8FDvNmN6eZIyOkWe4lOxkztjMXAwee3mcX56f5p/ffy1eV+FTqsW0O1e0IL263ND0PDMLCTBNEgY8f2Gam3asKar/LlVhoL+jpMFGtj5lLhSytA+qolgP5GXJHJeqnFPJfe0+piJxovEF6wFRTHxuF71tMi2dTzGf8ZWulx3XIDQf5+jgK9UmJueWV5vYuqaFTT3NnBwJp1YIVTFNk2AkztqO0h7IrZZGK7UnxGpVfICsadrvAX8P/BPwEaAH+BjwS03T9uu6fi7HW78A3JV6zzngvwDf0zTtjbquP5Xa90bgSeAs8ADQCfwV8Fhq38t/A9Y4md7NbzXnp9hpxsXtB4NECHDJsPbrVq3jBecTfP2XQ/zaazbb2u5s7erv9vPMmSlcCiiqQpffxeDUfFn7X0qfyrVQSLHK2UcTc/GBTBbvcprW6yKnYj7jK12vclyDdGxisdrE+Nyybbr9HgY2dbK//5XYRK6BvsQShKhvFR0ga5qmAB8Fvqbr+m9lvP5T4DzwO8DvZ3nfdcC7gffruv7F1Gs/AJ4H/gK4KbXphwEP8CZd10Op7Y4Ch4H/BHzWlo7ZyKlPHScMo+BFIEqxmvNT7DTjXDjMPXs76e9u5sHnEoTiMRQgYZiLReZOjS7/w7bc7c7Wj2u3dHFqLEyTx4XPrdLiczMZjpW1/0vlmjbP2ifyT4PbFR/K1UeAk6OzRR1vbCZGl99Lk9dFNGFgGibhqFXrdmdf22LM5+ToLEcHZwCTgf5OdvQ19tR1rs/4cGhh8eeZ1yDfZ3LpNfC5VRZiScZnY+xam/34pmlyYTKyuIzzi1liE163yt717ezfZK1ct6l7ebUJiSUI0ZgqfQe5A3gQeDjzRV3XBzVNmwE25HjfHYABfDvjPYamad8A/lLTtB5d1ydT2/0oPThObXdE0zQdeBsOHCA78anjhGHwh998gQuT8xSyCEQpVnt+Cp1mNE2TRx99iIlwlJPN1xKLJ6zX0z9P/fuqNbmrL5Sz3Uut72ii2eO64i5dOfu/VL5p81wLheRqi93xoaV9XO3xrKl1hRavi+m5GKH5OEkDnjwxTiSa5P4bNvGlZy7whD5OJGYAJg+/MMLrtQDvb8AoVFq2z4OiwC/PTzM0PZ/1GuT6TGZeg9ZUFZt4lio2ofm4NSC+GOTYpRnGZ6PL9rV1Tcti+bXd69rxulf+nSSxBCEaT0UHyLquB7Gyx1fQNO1WrDjE0Rxv3QNc1nV9dsnrp1L/3qVp2q+Aq7AG4Eudwpako/2c+NTxk/o4FybnafIoBS0CUQq7z4+iKGzZe5Bf/WqIzhYvk3PL/8AFmJ5bKGq/5Wp3pT8f+abNcy0UkqstlY4PrfZ46X794vw0U3Mx3C6V7hY3fe0+jg2FeFIf5/nz08SSVvk6RYFoPMnz56e5aXtPww6qsn0e+rubGZyM0JVRUrCYa7D0c765x2+tWpeKTZzNFpto8bK/v4OB/k4G+jvodEC1CSFE9VW9ioWmaeux7uyOAp/OsVknEMry+kzq3+2pbcizXXsx7erpqZ0B6IfetpcTwzNcmo6wocvPrnXtqGpxd6UCgcr9IX35+SFQwLX40JoLEgmG5+K2tKMc52epmZkZBgcHCQRehaerl3jzHJ0+DwuJ7NtfDMaK7lu52m1H/3M5MhJGdav4fJ7F19RYkggKfb3tRbUl377s+JyUcrwPvW0vX/zJWb77H0ME2pto9blRFIXZuMHlcDxVqA5cLutupKqaJE2z5L5U8ntrh6Wfh8HJOR585vyqr8HLl0McvjDNxEyU8xNh3vfPzxNdskiHz6NyYEs312/t4TXb13BVoKUmFulwIqd//qpJzl1pauH8VXWArGnaduBRoBsrNzyVY1MV8j6NYaa2Ic92RT1RMzkZxshSDL5aAl6VQJ81aJ+cDBf33kAb4+NLb75b7MiArm/1gAnJZPKVRSBMWNfiydmOUpVyfmD5eRg6/nPOnT3F1q1b8SsmRsIgGrWWRp6PJ5e9f0t386r6Vmq7V6gltNEAACAASURBVLuf1V739LlYWIgRiRtE40liCYMm01jsf2ZbVFW54rykj3s5tMDQdITgbBSXadLis34VGQkDP6Ytn5PM65i+e1nM8Xb2NNPiceFVIB5PLr5/fasHN9YvmGTSQFHAMExcilJSX/J9b50k8/MwrVL0NZiOxBarTRy5GGQqEl+2zdZAC/v7O9m/qZM969rwuNTF8zcxkf37IOUz86uXz181yLkrTaXPX67BeNUGyKlYxdeAJHCbruvP5dk8CGhZXm/P+HloyWtLtwuusql1y64M6CEtwCMvjKQyyOVfBKLcsp2Hq9dv421vH6C5uZntvfHF6V2/W2FyyftdCvznW7ZUo+mrUsp1397bytUb2q/I2/p9bp45M7X4wFohxx0Px5iPJUGB6Ugcv8/FmhYv1/R3VmXRlVLef0gLcHEycuU58bp59Zaumo5CVUMh1yCWMHh5eCZVfi3E2YnlsYmeFi8D/R3WIh0bi49NSPlMIcRKqlUH+TewyrydAu7Sdf3sCm85AdyraZpf1/VIxus7sG7cnNB1fU7TtMHUa0vtAI6Xoel1xa4MqFtV+eR9V9u2CES5pc9DtzeJf/Ys4U6NFy6HuWlnL3DlU+xHBkP86KVh4gZEYkn8XhdtXpWhqQV29nlWOFJtKOW6q4rCjdvX8PyFIN0tCk0eF36vixeKWMHP41KIJw2aPAoJA3o7fMzHDe66Zh1v2NVr2wCl1GoE+d7//hu3cHB7D8eGZjAxGdgoVSyyyXYOtwVaGJyKcPiidZf4xcszxJZUm/C5Va7e0M5A6i5xf1dzSbEJKZ8phFhJNeog3w98BngKuCf14N5KfgD8MXAv8OXUflTgHcDPM/bxA+A+TdM6Msq8DWDdff67snakDthZQs6tqrYtAlEOmdOrw6F5DNPEE5vGN3eZhdZNGKaP0ZlXHshLP8U+Eori93npaX3ljtVKZdVqiWGaHL4YJDQfI2lY1QV8HpWkUfiqZKOpJakzz0Ehn5v05y2WMFO1bFUwDVRVpcWr4nO7Vj2gLHa63FxleipXNQNVUdi1tp1da1d+1CHd1uHgAnHDwO1SWd/RVNBgvVZiAaW0Q1UUAm0+LgcX+P6xEY4MLo9NKMC2QEuq/Fonu9a14VIVTo+FOT8RYSGeLKnvTi2fKYSonErXQe7DunM8CXwCq/pE5iZTuq6fTK2G167r+rMAuq7/XNO0R4DPaJoWAHSshUL2AbdnvP+vsVba+7GmaX8BtGItFHIc+JKtnXMgJ5aQK4el06uxeIJw3KA7sI540xoM1YMaj2c9D04+Z+l+P3d2ksm5OBPhOC5VwetW8boUAm2FTVOv9hyk3+dxKaBgZdMV8LkU4klz1eew0OnyWphWT7fh6GCQibkY8zGDZq+LQKt3xbbUQvtX245YwuD48MxitYlzE5Fl26xp9S7miPdt7KCj+ZUZmXL33cnfYyFEZVT6DvKdQEvqn8ey/Pwh4G7gH4HXAZm/+d6FNdj9MNCGtdT0W3VdfyK9ga7rZzVNOwT8Ddad5jngh1hLTWevz9XAnFhCrhwyp1ddyQXaZo9wnKsYmXHjdamoSjzneXDyOUv3u63JzehsjKRpkjRMkoYBLjcKhQ00VnsO0u87OhTC41KZjyVp9qrEEkZJ2eNCp8trYVo93QavWyWeNGnyWHETj0tZsS210P5C25FepOPwYJAjgyFevDRDLJk9NpG+S7wxT2yi3H138vdYCFEZla6D/DngcwVsdyjLa2GslfZ+Z4X3/gp4wyqb2FAadYWoK6dXTRSSdDS5uE4LsK6jKe95UBWF+2/YlMpXz7E1YK0SuNLDaXZOixe6auFIKErSMInEDRRMvC6FhGHS3uShxefiyFCQ0ZnC2nhwWw9+rwsT6Gnx4HW5Fmsh53pf5udtOLRAPGngdamsLTBekI0VGQkxs5DA41Zp8bpyTpfXwrT6K9cgSSJpoCoqpmkSS5qYK7RlpfZXKn6Rqx1nxue4FFzg8MUgRwaDTGeLTfSmqk2kYhMe1yufU8M0OZVjlcNyX7tG/d0nhChc1esgi+pqxBWi1nb4cJsJTNOD4fYz3Xcj8fkEA/0dK54HwzT/f/bePECuqs77/px7a+uq7q7eu5N0d/YNgSSEgGENgoiDysyIOCIq7oILvi7jOoLPPOr7PC8zPg4zoigqIo8jIMoiEWSJyA4hCQkk6SSdTjpJ791V3bXe7bx/3KpKVVdVd1UvoYH7+SdQdc+555xb3f2r8/ue74/bnzmc2Xna3TNG93C8aKp3ttPi5VQtbKr2MBLTiGkmtnWsLcQdTRiMJgwe392P1+2acIy585G2dlRKav0eVEVMOreZ/Lylx/J81wihmEYkaVDtc7GgxlcwXT4X0urpZxDXLXRTopsmqiJwqwJjEpnJROM/kfKL9DhM0yKimYTjOiNRnR9vyT9r3VDpyewQr2kNUl1R+CDrZOOfjWf3Zvzd5+DgUDpOgOzwpmNBlcqy6IsMJFsY8i0qK71abqp3ttPi5VQtFAhI7ZpnY1kWloQqn4uqCs+EY8yeT0wzSeoJhBD4PCoBj3pCU/7psbRUezFMi3BcZziq41IEZyyuy3uecyGtnn4GAomqCExLYklJJGFyxuKJbeEmGv+JkF9IKekairHz6CijCYMDA9E8c3mfW+GUBXYZ57XtQVprSnObmGz8c+HZOTg4vLlwAmSHNzzjU89LGwO8ZcVyfA3tJN01NFd7WdIYKCk9nU6RRzWTpG5N6gBRODUs2dYdmpFU+IH+KFJamFLFMi0UxT78dmAgSntdbrq6bzRJnd9NwKMyMJZECIFhWVR4XMR1Ey0lEZ0ofZ09n6Ru2QGfhKRhUel1lZz2ngk5QPZY2ur81CUNBiNJNq1q5H3rW/P6mwtp9fQz8AV9JHQTKSGqGVywqpHL1y+YcCwTjX+25CPDUY3t3SG2dYfZ3h0iVKBIR1ttBWcuqeO09hpWteTKJkplsvHPhWfn4ODw5sIJkB3e0GSnboWZRAiFk9sb+Mi5F2T+uE6U3h1POkWujdlWZQgmdIAolBoejups2TOAx6VOOxW+pNGPKbGLbmRxdCTGzVs6c+Zz1tJ6FCGo9rnoG01ipg5NxTUTS0o8qbhmovR19ny8bgVJyirOpZSc9p4pOcD4tfV7VKp9bta11ZwQicdUsMdsjzXgdSGlRI0J1rYFS5p7sfHPlAQhoZu8emw0ExB3DeW7TTRWeVjbVsNp7TWcuqC4bKIcShn/a/3sHBwc3lw4AbLDG5pM6rbCRW3f81iKi5e717G/vz7zh3ai9G5zU66vbTpFLqW9eyqlXeW8mAPE+NSwfZLf1poqijLtVHhrrR+3qpA0LNLiCbcq6BtNMj+V3k7fY+PSOk5tDfLcwWGslBGwqgjcLnsXfCxhoJkTp69z5yPxulRAktBMdMMqKe09U3KA12PafbbGPNV+LSnpGoyldolDvHJsFN3MFU5UpGUT7TWsbathQY1vWkU6ZnL8Dg4ODrOFEyA7zApTTaFP1q7cfnvDSUwp6RqO02O24lY8CHJTzxOld8eTSZG7fSR0C4kkmjTYfiRUsHLa+NTwsVCCp/YPoqQO0AkhiOsmW/YOApSdNh4Y05hf4wMgljTxe1UiSQPDyp/PwJjGR85aiN/jYvPOoxiW7U/rdytUuAVvaQ3iVpQJnTnGO1FohsVQJImiKJzaWj1puenx6x1NGiR1i4Rh0hNOTOrGMP69D21sp3MgWnba/bUquDFbUoFy+s3IJg7bFmyheL7bxPLmSta21bC2LVhQNjHTP9/Fxg/QUcTZwsHBwWE2cQJkhxlnqin0ydpNpd+AqjE62MMQQSAIBoh4jNrA8Y9+Oenp7BT5cFQjHNcxLdiyZ4BY0iw4luzUcEffGM92DmXudXgoykjMYOuhEXb3jJYtNWgJelGFoMbvpqHSHrtuSpCy4HwUITh5QRW/fd4kvVEYN3QEYDGK16VO6syhCMGypkqe2j+U8yyiSaOkHeD0eh8eijKWNJGWxJTwYtcIZy+rz3EJGS93Kfb8y9l5fq0LbsyWVKBYv8dlEyG2HQ5zaLiwbOK0tlrWtgdZ0xqkyldcNjFbP9/jx/9aPycHB4c3N06A7DDjTDWFPlm7qfT79NNPsFb0s0Wuw0QFbBnCI6/2c/L8GqC89G762ue7RhiOarhUhbqAi+Zqb0lzzL5XXDcZiRnUBdyZXeBypQaFxr5hUS1Iyc6jowXns+3wCOOy6EhsN4v6yoqS1nU6MollTZW01lXw9P44LgWEIqjzuegejrFl70DRftPrM11pxlwpuDFbWFJycDDK9u4w2w7bsgnDKi6bWNdWw/wyZBOz9fM9U/dxcHBwmAmcANlhxpnqifrJ2k2l3/3KEgZlXSY4TnNg4PguWjnp6fS1fo+Lh1/to77SM2FximLt9/dH2LJ3kK2HRnKCk3KdByZKTRebT0dfFABVAZk6a2i7KVglr+t0XBMUITi9vZaO3gg+j4o3VeBjOKrTORAr2q+UzIhTw1woGDLTDEW0jI54e3eIcNzIeV8R9heT9OG6lc2VuKbgNgGz9/M9U/dxcHBwmAmcANlhxpnqifrJ2pXabzQaYdeuHWzYsJElLbV0jtjBQrYD8LKmQE6bctLeihCsaw/ybOdQJji2xwRJw+SJjkFagrZ1XOdAtKDeMn2f3T2jgD2naNKwNbmG7SpRahq52NiLzWdFSyXbusMg7baWJZFAwKNmxjLZ85qua8K8Gh9+j5qzO6gI25Vjd89o0X4VAZGEjmZIPC6BKHDPySoLtgS9CCSRhE7SkHhdti/xiSwYMl0Suskrx0bZdtgOig8Px/Ouaary2lXr2oOcOolsohxm6+d7pu7j4ODgMBM4AbLDjDPVE+mTtSu1387O/bz88kusWLGaT5+/mL/tGyRpyExw7HUJPn3+4hmdoxD2eB7Y0YO0/S1QFJHZ9Sykn0z3saM7xGBUI65ZVHhU/vRy74Qa4OlyxemtPLSrj1DcsLeOsdfE71UZimglPa/pug4Ua79pZSPdw/GC/VqpLyH27r/tsbewvoIljce/7JRSWXBJYwBFERP2M9dIyybsgDjMqwVlEyqntgZZ1xZkbZmyiXKYrZ/vmbqPg4ODw0wgpBxfC+lNzyLg4NBQBMt6Y6xNY2MVAwNjJ/Se6dPqU3UXKNau1H7HxsaoqrJ3TxOGwU//epD9/VGWNQX49PmL8blK+2440dpljyVpmDywo4fagAchBJGEzoGBGEsb/VT63EgpCcV0rtm0JGdX15KSx/b087sXjlDrd0947UyimSZ3vniEfX1RljcHuHz9Ag4Pxct6XqU8i1LXL7t9sdc7+sb48eMH8LgUkqbEqwo0w+LaC5Zm1umR3X3cvOVgqrKggpQWCV1yzabFmcqCHX1j3LylE7cq0EyJJ/XvtbO43lNBet08uv0o2w6H2HGksGxieVNlxn5tOrKJcpmtn++Zug+8Nr/33kg46zd1nLWbHid6/Robqwr+UnF2kB1mhame1J+sXbH3o9EIjz76EOeffyHBYE0mOAbwuVxcd+Hy8ieRRTF7qvRYnugYtHeOU3+8k4YEJFrqNFxMMxlN6Gw9NMyhoRidA8fT/x5Vxe9xUZlKgU+ktZwpezKPqnLVmccLoaR9kcv5vlzqM57I2qtQ+2Kv94aTSASVPjfpPcShiEbfaDJTbvmJjkEsaZH+1SaEAhh0DsRg9fF+LElmvbP7eS0D5IRusuvYKNsnkU2c1l7DulSRjkrfa/MrfLZ+vmfqPg65vFa2hg4Or2ecANnhDUE8HiccHiEWixEM1sxo36XYTY3XS3pdAhC4VUH3cIxwXEc3LO7aegzLkqiKyKT/P3nu4pK0lrNlezWbdlqWNXN9F9OkNlZ5MvcIx3UMyw42fW67iAkIljT6J+3nRGtbLSnpHIimDtYVlk34PbZsYm1bkHVtNcwLzo5swuGNi2OX5+AwNZwA2eF1jWkaqKqLhoZGrrzyo6iqOnmjMinFbipPk4xkYX0FkYSZsYMLeFVGE3ZJ6AqXgiLg0FCcIyOxkrSWs2V7NZt2Wnt6Rmes72KaVIHI3KPG7yaaNIjpFpY0UITCwvoKNq1snLSfE6FtHYwkUzvEdinn0US+bGJFcxXr2oJsOnU+TR7lhMkmHN6YOHZ5Dg5TwwmQHeYsaZ1sR2+EFS2VXHF6K56sADgWi3HvvXeyZs16TjrplKLBcaH0IlByynG83RTYkokteweA49XvxtutLWkM8PutxzJ2cEORJCRMhCDjwgCSg4NxPnHuogn1uL3hJD3hBKYli9peTTWNeiycIK6byCh43QoBr2tK/Ra67ujwcdu2QlXzyqGYpd2T+4awpCSmmSR1i4X1AQYjSdrq/Jy7vD7PxaLcanbj5zXenaSYWwlAXDPZdSyc8STuHsmXTTRXp2QTbTWc0hqk0mv/WnZ0jA4zgWOX5+AwNZwA2WFOopkmH//VVttpAdjWHeahXX3cevX6TJDs9Xqor2+ktrauaD+F0ountAYLFtIolnLMTskDHBmJMxzVeelwiN09Yzltx+sls+3g4h414zlsWBZ60r734gZ/wbbjx66ZFpGETl3AjaIoOdKA6VQ329o1wsCYhirsoh1VXpVKn7usfotd93fr2yhWNe/c5Q1lp3gLrVNztZfhmE5ST6T8QyRel8qVZ7SxsqU8LXuh9cmeVyF3EiFIWeXZd2+v99Na62d7t/35mEg2cVp7LfOCvrLWwMGhHOaKpMjB4fWGEyA7zEnufPEIobhhB22pX+qhuMGdLx7hH09pwO324Ha7ufjiSyfsp1B68YWuEZCSlpSec7KUY3ZKPqaZDEd1av0u5tdMXnUuu21CMzOvpw/DuVTBgtrCAVKhse9PGPSNJvG41BxpwHSqm3UPx6gLuO10v5SMxAxWz68uq99i1/3d6W1Fq+bNVIpXYpfWFkJAZqdMctzYb+qMn9d4d5JIQmd/f5SGSg9Jw2I0YXBgMLeUsyJgZXOVrSNur2FFc5WtQXdwOAE4dnkODlPDCZAd5hTpdPZzncNAusqb7X+LhH29Y9zbuYWamhre+c7LJu2vUHpRM0zIcpyYLOWYW/1ugJcOh5hfUzGlti92DeN1u4hpJn6PClIyFNFLHntdwM1Zy+qZH6zIqZq37XCI0YSOKe19TJ9bwZKypOpmEkFrbQVRzSRpWCQ0kw0La1GEKDk9W+y6nlC8aNW86UpD0vSPatT6Pfg8KknDwutSSGgmA2Maq1pK66PYGMbPK2lIpLQYiekMRXVGYhq6JekZTeb0V1PhZuPSujzZxHRx3AgcyqVcSZGDg4ONEyA7zBmy09lpaUUmO536d3lzJafVbqCqqrqkPgulFz0uOzAtJ+WYW/1ubFpts3dZQzG9zEpignVtNZn+0mv2XOcQQxGN/jENl2K7Z3hdKk1VpVU3A6j0ugh4JCGgJZX2LzU9W+y6BbV+/MiCVfOmIw0Zf29VEQQ8KpVeF1JKdMMqOYU80Riyq+6NJgxGohq6Bb3jAmJFQHWFm2qfCwF84cJlM67vdNwIHKaKY5fn4FA+ToDsMGfITme7VEEodnxn1YtGhdBY117LyvmLSu6zUHpxw6LaghrkUlKO00lXzkYlsfSaVflc9I1pKEhMS+JSSpMZzFT1wmLXrZpXzYBbFO1jJk7YTzeFXGgMWw+N4FIFR0MJukfiGT/rbLwuBb9HJeBV8SgChDKr6WvHjcDBwcHhxOEEyA5zhux0tm5IfC6RKrgBa9ROqokxOLoG5gdL7nN8erGpyotE0juapL3ej0dVaAn6clKO2Wns1ZpFvVtk3lOE4INvbcP9oqCjN0J9pYf2Oh+P7enHrSjMq/EVTV+Wm+os5fr0mmkmuBVAKGiGhc+t4FYFLx8ZZUVz1ZTvUeqYFSH40MZ2tuwdoHMgxpJGP5tWNqIooqjDx/7+CI/vGSCmmdT4Jy+SUuozLjeF3BtOYpiScFwnHDcYjeskDItDw0dzrqvyuZhX7ePMJbX4PSrHQgmWNAY4Z3k9T+4byp33JPcuJJWwpGTL3gEO9NtFZN5Xl1v62n7Wx906vCXKaN5oODITBweHE4ETIDvMGbLT9G6XIGEc37V72VxMQGhcOIWT1+n04rKmyoIp6nOy3BTGp7G9u3pZ3VyZSWMblsXXf7+LQ0NxDMvCkvDYngEUIOBz0RDwsKatpmjae6YriaXXzKWAbtnuGADhuIEQ8PjeAaJJY8I0/FSrF2ZjScntzxzOrNvunlG6h+N85T0n5/WRvcZx3WQwomFJSWttRera8k/Yl7uupiU5MBBhW3eYp/cP0TUcy7vG51ZY12aXce4ciHBgIIpuWty/oweEoM7vZnfPGA/u7M24WKTnPdF6F5JKnNxaza4jYQ4PJwAJrwr+smeA7112Usairphbx2QymjcSjszEwcHhROEEyA5zhuxU+WBUw4PGfIboooUEXhLSy/bDYU6eP7VKeaWkqMdf43arOdds2TvAoaE4bhUMCxRsnbTHJdBNicelnNC0d3rNnuscypSLTqMIQaVXPSHjKba2e3pGafQoRa+tFR4M02I4qqMIkbFAmw2JQv9Ykm2pMs47usNEkkbeNelDhKe0BrnuwmW4VYWOvjH+8mqfXYREM9HG7IN6PrcPKWWOq0UpsodCa/X0/iGGozp+j4IQKlJaHOizD3ZetLoZmF23jtcLjszEwcHhROEEyA5zhuxU+U2P7ac+1s8ScYwBakkIH6YF+/qjU+6/FEeG/Gsgrpts2TsIwP7+KCCRMhX0pdw1TAmKhKQpYQaKd5TaLr1mfo/KQ6/0AoJwXMfjUjAtiW5KZAmShYnuZ0lJR98YO7pHAcnathqWNuUWxziWKmISzUr/m5bk6EiMxubcYHf8GrfXB3CpcU5rr2XTyoayinZMdG1MM9l1NJwKisMcDeUX6aj1u1k9r4rzVjRQ6XUxGjfyJBrZ403qlh2cIkgaVurwqCRpSiopTSJS6HOY0K3UAUcl9ZqCxKRzIAar7XYz4dYx28y2/GEmil44Eg0HB4dScAJkhzlFOlV+5pI6fje0gH7qSYqKjHHw8ubAJD0UpxRHhvHXHOyPMDimsfXQCLt7RqmucGFbxKV27VL/qAIQ4FXtneTpFu8op50iBOvaa3i2cxi3KohqJooASwg8WeOZyv0AfvVUF4/vHSCmWYDkgZ29NAY8WNKWFSgCFtT4GIlpaGP2FwQEeFTBvJQd3mTPocKtsmllw6RB/ETrkpFNpALiPb1jmOOKdAS8Kmtag8Q1uwS4qij0jybp6I2UVCjG61Yg/d8uJVU8RuBV7XaluJoUmr/PrRDTBFJadnAsLQSwpNGf0246bh2zzYmQP0y36IUj0XBwcCgVJ0B2mFPEYlH+9rfHeffZ5/PQrj5CcZEJjmsqXFxxeuuU+y7F7SD7mrhuB1F1ATfza2zbs+GIfQisL2XzZWH3Y5iSgFugGRZr2mqmXbyj3Hbpce/oDuFWBXHNosKjopmSNZNIFia6H8ALXSNoph3ECQFxzaArabCsMZCRFezvj2BaKes8RCpwVCiU/Z+q60QxtwlVERwLJwrKJlRFsKqlinVtQdamnsuBgQg3b+mkscpbdqEY05J4VAEoJHQTIQQL6yvQDIuhiFbSXArN/6xl9VkaZAMQLGupZNPKxmmv24niRMgfZsOxxJFoODg4FMIJkB3mFKHQCMeOdROPjHHr1eu588Uj7OuLsrw5wBWnt2bKTE+FUtwOcgt7DLLjaJimSk8mpYtQeP/p89AtyYGBKAGvyoKgD1OS54gx1XTwVNodH3c9veEEmmnhVhXmBYu7apRyPymxLc6y3k+XWc6WFegWVHhUGiq9x9P/uklPOE6zLzd4marrRNptIhTXGZ3AbWJ+0Me69hrWtddwyoJq/B5XXj/lrO/48TZWeRAI+seOO3J0DkRLnkux+addLNJuGO87ewkjw9FJ282Vnc+ZkD9Mxkw4lsz2GB0cHN4YOAGyw5zAsiwURWH+/FauuuoTuN1uLCk5Y1Ed7bUBWoLezGn+6VCK20F2YY/9g8cDlHQ6d15NBSuaq7ho9cT3SqeDIwkdzZB4XAIxQTo4rfXdeTRMKK5hSgsVgTe1c1uoXbaesqnaDtxA0F7nnzRwMCzLru53KMRILIllWfi9LvweNSdt7VFFRlYghK3LViBHVuBRBVIIokmd0YSJqoDXpRaUWGQjC+wwZ2Na9vy2dYd45kBht4kKt8ppC2tSjhNBmqsLl+5Or1VP6gtEoTR9MX1qoc/Nypbj/11uEYZC/SlC2AfyUp8rl5r/eZ/LBR+mK38olemswYkao4ODw+sfJ0B2eM2JxaLcf/89nHHGWSxevDQTHL/WWsFlTZWsX1zHsx0DU0rnLmkMIAQcGIiRFuYurK9gSWO+jtqSMkvra6KbMuXsAKoQLGrw57XLXiPTkozEtIz9mCLEhOtlWBb/fPfOHLu6UMzApUDA6+aCVY2ZeW5YVJujQfZ7XDRWenJkBevbg2zpGCScMDP3UIXOo7t6+afT5ueMYbJn2zeaOO42cSRMNGmOHz6+VJGOU1uDfCHlNjER49cqktDZnzCoCxxfqyWNgdf8M/d6Zq5LQOD1MUYHB4e5gRMgO7zmqKoLn8+Hx+PJvDYXtIKKEFx70QrWza+aUjq3cyCKZUmWNvpJmhKvamuUOweieXPY3x/JaH3dqsCwbFmDqggW1PiwLJnXLnuNxtuP+T0T27vl2dWlpN41FW68bpWzltZl5nn12Ys4a1k9Lx8ZRSJZ23rcxSK9LoeGYkR29qFgfxVQhO3ssWV3H6e3VhcdtxACw7R4+sAQfaMJDg7GOBZO5I13QU0F69qCrGkL4veohAu4TUzE+HvWBdz0jSY5a1k966apGXewmesSEHh9jNHBwWFu4ATIDq8ZiUQcl9vDoZBGzapNRF0+LCmnpd8txGS2TuPfT2tKe8NJ5hCf2AAAIABJREFUVrabtltDASlAut3RUJyjoThjcYOqChetwQrm11bQE0ogEVT63FRip3XD8QRb9g4A5FmJpbW+ljwuPcikghF5c5/IfizgdU24XgfG2dUpQmBKiVAUPC6VgTGNFc2563L5+gU565ad5n58jz0nUjveAEJK4ppJTyrgTfdzZCROTDOJ6SajcSNzsK43dfAR7CIdK5urOGd5Pae11dBURDZRKuM/T0pqnvODFeMs/ma+Ut1csBU7UWOYyxKQNK+HMToUZi78LDm8eXACZIfXBF3X+cMffseoqGKPWJaX0p4preBk6fxC7wtBqjIahJ7qwrIsav0eVEXk2J/d9vQhdhwJ0z0cs4PbFB6XoDXoo70hYNc7S0W7R0biDEd1XjocYnfPWM44WoJeW8eLRLesjPmDaUE4plPrd+fNfTL7sYnWa2lTAF49bleXHqPfo6AIaKzylCU3WNoUyDyntFZZYh/ce7FrhIODUaJJk7hukjQse4d8HEsa/PjcKqNxHbeqEE0a9IQSNJw0fX1oKZ+n2ahUNxekQnNhDA4O08X5HDucaKZ/6snBYQq43W4aWpdzyKinxu+mvtJDjd+dSWmntYKhmM5QRCMU06ekFcxOm4+/R6H33arg0FAcj0vB51ZJ6qZtceZRc9qm25mWhW7KzA+SAuiGxAK6h+O01fkJxXSOhRIMR3Vq/S7m11TkjWNZUyUbFtWiKgLDOj5+RUAkadCWOnSXTfYaJTQTjyrwulQSujnpem1a2cjC+gr0lLzXlOB2CRTsPzoCMeG6FepvUX1Fpi/DApciUBXBk/uHODQcZzCqEdXMTHDsVgXVPhfzqr28+9QWrt20FM2waAn6aKjyTnrPcijl85RTqY6ZqVQ32efvRDAXxuDgMF2cz7HDicbZQXY4ocRiMXQ9STBYi7d5JdGjR/EVkVFMRyuYTsU9vmeAuG5SKzwF7zE+9a4ZknRlNCGlXSnPgqRhUZklW0hbnUWTZk74lI5tw3GDmgo36xfWsKYtyN/2DaGbFm11/oLjUITg6rMX4feqPLizD79Hxa3au7ljCYOAz5X54gD2H4tj4QSttRX43ArDMY3aCvtwYzRpsbQpwKaVjUXXy6Uo/O/LT2HL3oGMXV1r0IchbfeE7d0hrHHB4kSSDYHg4+cu5o/bjrG7Z4yxhIFhSY4MH69epwrwuVVcquD96xewcl51zrN9ct/QrFlwKULwoY3tOTZq49enf1SjpsINQhDTTPweFaScVqW62bYVKyXl7FibObwRcD7HDicaJ0B2OKE8/PADRKMRPvCBqydNe09VK5idiotpJoMRDcO0aK8P5N1j/Bg8LtsmzasK+xdxqipcIdmCQNrlhsmvhxFJGlhS8mLXCEdDCWKaSThu0D0cKziO9HxPa6/luc6RzEGxw0NRwnGDbYdC7O0Z45QF1SAEO4+EGYhoxDXTllZYEqEIpCXxe1V294zSPRyfMP3oUhQuWt3MRavz05eaYRLRTOoCnqKShN5wgm3dIbYdDvHykTBRzRzXv2BpcyUD4QRC2KWfpZTENUnHQJRL18zPebazacFlScntzxzOzK/Q+jRVewjF9YwWPJI08KiCxirPJL0XZ7bnVErK2bE2c3gj4HyOHU40ToDscEI599y3kUjEURRl1iyXslNxNX57V3U4quNS41S41Zx7jB+DEGQqo0nA61axLIuEZqIbVk7btjo/3SP5jgsACjLj4TsvJamYaBxpxlfyG4kZOZX8XugaASGo8qropoVbhZhm4XXZh/P8HgXdlHhcSlkODOMdHCzLIjIQpXc0iSe1k72qpYqBSJJHdvez7XAo51BdmtbaCta11bCuPcjJ84O0zgvyzd++xNMHhu1y3Iqg1q/SPRzPG9tsWnCV4lAhsAXodpnn49UAbW/pqfFaz2m2x+DgcKJwPscOJxonQHaYdWKxGN3dXaxceRL19Q2Z1wtZLi1pDEz7lPL4VFxrbUVmd3bTyoacPrPH0BNOoJsWKnB0NEE0YbJmST3VLhiK6Hkyj/WLatnXH8HrUhiJ6YwmdBQENX4XjVU+BiNJ9JTmIppK2RumZF1bTcZnePzc0uPZ3TPKrU92IVJ705Zloapq6jCghabaZZzTO9e6aStlzZRlWzK1C1pq+rGQy0NNhZuV86oZS+gcDSV4cFcvD+zszWnn96isa69hfXsNa9tqqK/0ZJ5f90iM1nnBzDr53Cpel0LA62IoouWNrZgFF0BH31hJn4likoNS0rN9o0lq/W7ATSxp4vfaVRv7x5I5RUHKYTZtxUpNOTvWZg5vBJzPscOJxgmQHWadbdte4JVXdtDa2k4gkF92OC2jmKlTyuNTcWAHcptWNhQtJbysqZKn9g+xozvEYFQjrllUeFT2D8Y4qaWy4BjmB31UuO3Dez63fThOCEFDle1D7HGpSMviyEic0YQBUmJYENGMCX+xG5bF/7t5L6H4cfuzwYjGKfMrU1XtlJQURGZ2utMmGoZll5j2qgLdlCWnH9NrFtcMxhIm4bgd8HdlaYjBlk2kd8Mr3Co+l0JzlZcLVzcB5D2/bcfGWDOvMrNOk6VGx8tqyvlMTHRtqS4WIzGdpG4iEIwm9Gm7WBSa00xRTsrZsTZzeCPgfI4dTiROgOww67z1reewYsXqvOB4PDNVqGEqqbj0vT0uW6Lgcwt008LjEkXHkHsf2xIMZEaOsWFRLSPRJE8fGMGOa4vLC7K588UjhOIGakoCbUkwLEnXUJxNKxtB2GMSQmCkzhGmd5INC7xuuyDJmlQBjImIJA1ePhLmpcMhjoVtrfR42morWNdul3L2ugW/ePJQwWcE5D2/FzuHWTuvasqp0XI+ExNdW8pnIsfFIrMzOz0Xi9nESTk7ODg4zB5OgOwwK8RiMZ5//inOPnsTbrebxsamSdvM5CnljUvr8HtcIOzKb8ubJ07LbzscZjRh4FJFKkhSQVokDavoGMan/JqqvEhs14N0+u+vHQPsOjqKblpopmQsYZDQTY6NxIrOqaM3kpm/AISQmBY0Vfu4+uxFgB0MPrZ3gOc7h6n0qowlTXs3WUrOW97A21Y3FdylNkyLjv4I2w6H2N4dpqNvjPGWxG5VsLg+wMVvaWL9wloaKo/vSD7RMVj0GaWdPXLeQ9I/lpwwNZqWRRwLJzBMC1URmJbErSj0jiYxUwOMJA2SukVCN+kNJ3LWz36GIUYTOp6UjKNcV5T+US0lschysWB6LhaziZNydnBwcJg9nADZYVbo7+9h3769rF59Ms3N80pqMxOnlAul2WNJk+XNhXfV0tc/3zVCKKYhhB2cuRQr415hGlbRMRRK+aWDKUtKth4aYTiqY2U30uGWv3Vx1vIGPKqa1+eKlkq2dYePS0RSAeza9mAm+Enfb0/PGD2hOHH9eHGRl4+G+cR5i1FSa9gTTrC9O8y27lDG2SMblyJYPa8Ky5KEU0U6LCk5Fkrw9pNyHRwmdx4Z9x6C5mpv0dRo9vMa78rh96pUel1EEjoxzWAsaWZkKi8cGuGc5Q05xV6ePzhMKGYwljAIVrhT2vPSXVGaq72MxI0Zl1jMJk7K2cFh9vjc5z7F9u0vMW/eAu66696C1zz55F/5+te/DMDmzY9TVZX7s9jX18v73vceVFXl979/gLq6+qL3mYh77vkTTU3NZY3/qaf+xi9+cQtdXZ0EgzVccsmlfPSjn8Ttdk/Ybt++Dn760//klVd2IaVk/frT+cxnPk9bW3vOddu2beXWW3/Knj2v4vP5WLv2NK655gssWNAKwPe+dwObNz9Q9D7f+tYNvPOd78p7/Ytf/CKRSIwf/ODfZmxOU8EJkB1mlHRwtGjRUj70oY/j81WU3HYmUsblyjTS17dUezFMi1BMw5KSuGHh97jQDDnltPX+/ggHBmIFE/RjSZM7XzzCVWcuzHvvitNbeWhXn61BTlW4q6lwccXprTnXLWuqpKbCxYEBC0XYRUpURdATSvCzvx3EsmBbd4i+Am4T7XUVrG2zZRMnL6jm8HCMm7d00hL0TcsRYfx7b13RWJK0xa2KHFeOtBtHtc9FOK4zHNNxCVFQppLuo7nai2FJRhMGw1ENl6pwxqLakp/d601i4eDgMPsoikJPz1F27drJySefkvf+ww//ecL2DzxwL83NLYyOhrnvvj9w9dWfKHhda2s73/72d4v2U1tbV9a4n3nmSb7xjS9z8cXv5FOfupa9e3fzi1/cwvDwEF//+r8UbdfdfZjPf/7TLFy4iG996waktPjlL3/ONdd8jF/96r9paLAP2r/wwnN85StfYOPGs/n+928kFArx85/fzBe/+Fluu+23+P1+rr76E1x22Xtz+jdNg+9+99uoqsrGjefkvGcYBj/60b+xefNmzj33/Bmb01RxAmSHGSMWi7F5872cddb5zJs3v6zgGGYmZVyuTCP7+rY6P3UBDwNjCdYvquXk+UFOWlRPvVtMKW3dG06iGaZddrlAjLWvL1qwnUdVufXq9dz54hH29UVZ3hzgitNb83abFSFoqfahijCqoiBT1nKmhAd39uVcG6xwsbatJhUUB6mvzN0VnSlHhPHvbTxpHkNDxStdpe+rGTLlypGWXdjykqQpM0VT6gKegi4Y6T4URaG1toKoZjIU0bhgZSOXr19Q8rOzJRYefB6VpGHhdSkkNHPOSiwcHBxmn4ULFzEyMswjjzyUFyDHYlGeeuoJVqxYRUfHnry2lmXxpz/dx3nnXUA0GuHee+/hqquuxuXKD718Pl/BAHyq3HzzTaxZsy4TdJ955kZ8Ph833fRDPvjBj+TtBqe5887fYpoGN974H5nd8KVLl3PFFZfx5z8/wFVXXQ3Aj350I2vXnsYPfvBvmb8bCxa08s1vfoVXXnmZDRveyoIFrZnd5DQ33fRDRkaGueWW26ipqcm8vnPnDv7jP/6dzs79+Hy+GZ3TVHFKTTvMGFJamKaBaRpT7kMzTTbv6uXOF7vZvKsXzcw/NDYR2RIAe0wTyzTGX+/3qAQrPLx9dTPnr2jkpAXBvADLkpKOvjGe6BhMaXgL7zC2BL14XGrRH7LlzYGi/XlUlavOXMh333MSV525MCc4Ni2Lp/YP8qNH9rP9SBhTgmbaJa/TbhaqgDWtQT6ysZ3/8/5T+fXHNvCVi1dw3op6Nr/Sy3fufYX/80gHv33uEL97oZukYSCQJa1b2vWjudpLbzjJ/v5IZg3SKf9zlx93DJlordLr73EJ+7ShSNvamfY6KOBR7aC41u8m4HVNWuzF71bwqPYuePbYJqMl6EVVBAGPSn3AQ8CjoirCKUTg4PAmRlVdbNp0EY8//hcsK0csx1//+jg+n48zz9xYsO2zzz5Nf38f55xzHu9857sYGOjniSe2TGs8PT3HOOec0/ne924oek1vby+dnQe44IKLcl6/8MKLkVLy1FNPFG37kY98nJtuuiVHKpKWL+i6DsD+/fvo6jrI5Ze/PxMcA7zlLSdz771/ZsOGtxbse+/ePdx112/54Ac/wvLlK3Le++pXv0ggEODnP7+d+vp8Gcp05jRVnB1kh2mjaRput5tAoJL3ve+qnB+YckgYBlf9/AWShh3QdA3F+du+QX7ziQ34CnzjLkS5Mo1yry/HdmxZUyUbFtXy+B49Y9mWJi2ZKLW/SMJgxxG7at3f9g8VdJtI41bglx9dT7AiN7DTTJOP/2pr3lg8qsDvddEY8DAS1ZCICdeh1DFbUvLjRzp4tmOg6HXp9d9xJIxbVYgkdCSQNEERFj3hBBesbEQoCjuLPKPsZ2hakpGYBkLw9IEhnu0cLtkq0HGFcHBwKMTb334Jf/zj3WzbtpX16zdkXn/44c287W0XF9wRBrj//j8wb978TJvW1nbuuedO3va2iwpebxiFN5cURUFR7K2W+voGfvKTX1JbW1t0vF1dnQC0t+dK+OrrG6io8HPoUFfRtg0NDRkZhaZpHDzYyX/+5w+prKziHe/4OwD27dsLQDBYw/XXf5Onn34SyzI544yNXHfdV2hpKZxy+9GPbqSpqZkPf/hjee/ddNNP84LmmZrTVHECZIdpoWlJ7rnnv1m4cAkbN5475eAY4Kd/PZgJjtPWZUlD8tO/HuS6C5eX1Ee5Mo1yry9H46wIwdVnLeTspfVsPTzMriNjJA2Tde01XLHBlkx09I0V7G9vr+0uYbtNhNjXH8lzm3ApAq9LIaqZuBUQQkEREkvCC10hLlqde6AjbR+nQM6hQSEESd0krlu8d/18vC51wnUodQ3290fYenB4wuuy1/+lwyH+8kofAa9K+hOgW3DO8kaWN1cWfUbZfWzvDvP43gFaqr1lWwU6rhAODg6FOPXUNbS0zOORRx7KBLtDQ4O89NKLfPzjn+a5557JazM4OMjTTz/JRz/6yczfxXe/+zJuvvkmDhzYz9Kly3Ku37+/g02bCu+8XnzxO/nOd/4VAI/HM6kUIxIZA6CyMv/LfSAQIBotLO8bz8c+dhVdXZ0oisKXvvQ15s9fAMDw8BAA11//TTZuPJsf/OBG+vp6ueWW/+Jzn/skv/zl/807rLhjxzZefnk7X/3qN/F4PHn3mig4nsk5lYMTIDtMC7fbQ3v7Itra8g+blUvaSxfIORa1v7+8D/5EJ/uLVVqbzAkg3e7xPQPEdZNaYf+Al2JFJwS01gQ4fWFdZjcyPYaecBzDNBkYsxhLGiAhrpt864+voJu5EbFbFcwPVjCW0GkJ2sVIDg/HiWomiiJQhUBRbA/kzoEYrM4dR9o+brzgQDcs3C4FzTTxulTOXd7ARPSGbeu1qGaS1C28bgXTknlr0BtOYmYVa8leqyWNAbbsHWB/X4TKChcLaioQCAJeFw1ZrhGDY0l2HAlnAtbGKg+9YfvQ4fggOa1H9qhK2VaB4z8XZy+rn7HAuNhn7kQym2OYC/NzcJhNhBBceOHF3H//H/nyl7+Oy+Xi0UcfpqVlHieffGrBAPlPf7oXy7I477wLGBuzg7tzz93ELbf8mN///nf88z9/K+f6trZ2rr/+fxa8f3V1sKzxWpndlMI/h6X+eF533ZcRQvDIIw9x440/YHQ0zIc//LGM1GLNmnU582htbeezn/0E99//R6688kM5fd1112+pr2/g0kvfU9Zc0szUnMrBCZAdpkQ8HkNKid8f4Kyz8k+bToUlDX66huIFXi/vsF8xplqpL7tdTDMZjGgYpkV7fWBCrW6h+52yoBqEYOeRMLopGY1rhOJGUZ+EhXV+1rUHWddWw0nzj7tN+D0qQggq3HbaLWlIFGEiU/dZXGDNljcHbPu48eMEkoZFTDNLsjRrqvYwEtPQxlK1roUt02isyreEU1O7uNmWcA2VHv757p10DcYwpb3j7VEFjdVeogmDuoAbRVGwLIuRmMbjewfwqILhmA5SUuv3oCqi4LObilXgTFVwPNF9z4UxzIX5OTicCN7+9ku4447beO65Zzj77HN5+OE/c/HF7yx4rZSSBx64DyklH/7w+/Pef/jhzVxzzRdydlm9Xh+rVp00I2OtqrI3YmKx/M2laDRKZWVptpAbNpwJwOmnn0EoNMJtt93KlVd+OFP0a7zTxJo1a6msrGTv3t05r8diMZ5++in+8R/fV1SOMhkzNadycAJkh7KRUvLgg/diWSaXX/7Backqslk1r5rH9g4VfH0mmGqlvux26TLLw1Edlxqnwq0W1amOv59pWTy5f4iEYWGldmALIYCLVjfxwTPbqa/MDTrH62RNS6IKu9R0+iyaS1VorfXn9bt+YS2/33oMs1g0bh/TK7oOx68SIARSWghE6mCfYr8+bqzrF9flaZCPjMQ4NBTH4xIkdHv8uilxCQEI+kaTeFwqmmGCELRUe4lpJkk9gRACn0cl4FGnZENXiJmq4Hii+54LY5gL83NwOBEsW7acJUuW8uijD9PW1s6ePa8W3fF96qmn6Ok5yqc+dS0nn3xqznv79+/jP/7j33jwwft4//s/OCtjbW9fBNiWbaeddnrm9aGhQeLxGIsWLSna9plnnkIIwVvfelbO66tWncSTTz5BOBzK6IA1Tctrb5pmngvFCy88i6Ylueiid0x1StOa01RxAmSHshFCsHHjuViWNWPBMcDhobjtPkAq8EtVVLvrxSMMRbWCVmelYFgWW/YO8ETHIKGYTrDCrrI2WfrdkpJXj4Z5fM8AMc3ArQo0Q1Lrd6MIOK29lk0rG4qmlHtCCRK6Rf9YkuGoRlQzC9q9ga0ndikCVbGDRa9bYSia5JVjozlpa0UIPrSxnS17B+gciKGbFqqQKIqaU/1tMJL7i8uSkp1Hxqir9BBNmMR0M+veoApBhVuUZGnWN5qkzu/G5/Zl7NDimpGRQmSP99qLVrBuflWOpvdnTxwE7IIftj0bICGhW9QF3Jy1rJ75wQqOheI8fWAopZG2g3Gkvdtd6XVNyYauEDNZwfFE9g2lyRtez/NzcJhLXHTRO/jNb26jsbGJ1avfMoFV2p1UVPi54oor84LFNWvWcccdt/GHP9zNFVdcOaN/Q9MsWNBKW1s7jz/+CJdd9o+Z1x999GGEEJx5ZmGtM8Af/nAXu3e/yu9+90f8fnujRUrJ888/S319A7W1daxdu45AIMBDDz2YU+jj+eefJR6Ps3btaTl9vvzyDioq/KxYsfI1mdNUcQJkh5KJx+P09/eycOFi5s9vnbxBmSxtCsCrdqAmhCCcclsYiOj87oWjPLSrj1uvXl9WkGxYFv98904ODcWRUqJbkphusrqlEiHEpPKI3X0RRmO2527/WBK3oqQq7Kmcv6IhLwgYjevsOGJXrXvh4AihuJ7XtyKgscpLsMJNQjc4PJzA6xK4VBUpLXQTjoXi3LylMy9tDXD7M4czO6SaaRFJmCxt9NFQ5UVKSSim58wpu1rgUETLC9K9LgVLgtftKsnSzJYxCPwelYDXhWVZHAvpKSmEkptmV/L13Usa/Rm/ZgAzdWLQ51ZQhGBdWw0rmqvo6Bvj2c5hpLS/MEhs2YTXpUxqQ1dOdbmZqOD4WvRdqrzh9To/B4e5xtvffgm33PJj7rzz//LZz15X8JqRkREee+wxLrzw4oJ+vqqqcskll3LHHbfx7LNPs3Hj2QAkEgl27dpZ9N4LFrRSW1uLpml0dOyltrY2z2M4m0984hquv/4bXH/9N7nkkkvZv7+DW2/9KZde+p7MbiyQ8W9esWIVAFdf/Qk+97lP8dWvXscHPmDriO+77x527tzBDTd8H0VR8Hp9XHPNF7jxxh9w/fXf4F3vuoyenh5uueW/WLFiZd5O8f79HSxatDjjxDFVSp3TTOEEyA4l89xzT7Jv396yK+SVyqaVjTy4s5dDQ3EM6/gOp4ItwA/FjaLV54qxZe8Ah4bi+NwCIVRiSZ2YZnJoKE6N3z2pPKKppgKkpDecwLRsf2FVOV5hTTct9vSOse1wiG3dIQ70RwuKFNLtqn0udEviVhWMlKygpsJFTLPQTQNSpZlDUY26ynwnBiAvpb0/YWRkCYUkBem5VHpVFCEwx0XICd2iyudmQ4lV58bLGLKlEOPH29yUL49prfXjUu0S3mkEdtZg/cLC9m2WlHhd9u54QjPRDWvGLNhm095tNvsuVd7wep2fg8NcY968+Zxyyqm8+uorXHjhxQWv2bz5fnRd5x3vKKxPBrj00vdwxx23cc89d2YC5CNHDvOZz3y0aJuvfe3bvPvdf8/Q0CCf+cxHeec738W3vnVD0esvvPDtWJbJ7bf/km9+8yvU1dVz5ZUf5mMf+1TOdd/85lcBuPvu+wE46aST+a//+hk/+9lP+P73v4umJVm16iT+/d//M6NJBvj7v38vwWCQ3/zmNr72tS8RCFRy3nkXcM01X8gr+zw0NFR2mezpzGmmELJYzvfNyyLg4NBQJOvU5OubxsYqBgbGpt2PpmkMDw/S0jJ/BkZV5B6mXYL5wZd7GUuaCNIBKRiW5LT2Gr77nskPMqRlFfduP0b3cBy/R818e40lDU5pDfLBM9uKpt+f6Bjk9y8dZV5dBV39EQbGkkjsinTVFW5CUZ3agIejoTgJPdc83q0K3jK/mnVtNViW5OFX+6jwuuwqcB6VoYjGOcsbmBf00VztpbXOx8+e6GLPsRAmCppuEtUsmqvcCEW1K8oZFh88sw0Q/P6lozna5KFIkrOW1dNS7bPLNSsK82p8mbml5yKAY+E4asrpIljhJq4bLKjx8463NHHBqiZcJX7DT6f2+0aTGSlEujpfNGkwGEly8Vua+czFq3hud2+OBODJfUPcvbUbEMd9jw2Lc5Y38KnzFueMIfs+TVVeJJKBMY3mai9LGgMc6I+yvTsECNa0VbOiuWpKh8Oy7zNeljFdl4Z0IZiXj4wipWRtWw3LmyfvY7Kf2/Rzzf0saFy+fkGeE8lE85su0+17tlwwZur33psVZ/2mjrN20+NEr19jY1XBXzjODrLDhMTjcbZvf5EzzjgLj8czq8GxJSV3PNvNy0fCqKoC2LvI2V/i0tXnJiJbVmFaFqaEqGYS8Ng70UIIzl1eP2EKPp06PtgfYSiSREvpAYajOoMRWzYxHDsun1hU72dde03KbaIqtdtpV5F76sBQzi6fqgjWtgVZ0VyVGeuB/ijWuDEcGrHtzFyKfTDuhUMjvOuUeQVS2oK1rTU8fWCoYLo9PRe3KjKyEpeqYFoWmgFjCYMHd/ZxZCRRsvtAtowhWwpxZCROOK5jWvD47n5e6g6jaWbOmDYurUNVFIIVLuK6yWjCwDAtdh4d5fZnDueMoZBcYlWL/Vn51dOHeHzvALGkvfP+wMsKF6xs5OqzF5UdYBWTZcyUS8MzB4YzfZRTvGQiypE3lCs7KYfp9O24YDg4OMxVnADZYUIOHTrIzp3bWLZsJY2NTbN6r+yUcdDvZvvhEKYko1VNV5+bjFxZhYvRuIElIaaZqIrCwvoKNq1sLNpeNy3iuolm2pXcspMs6aSC16WwcWkd69qe6VxuAAAgAElEQVRqWNtWQ10g3/gcJk9Bp8eqKGCNj5BTmBbU+lW6h+NIZMH+JLJoun18tbq4ZuJxCcYSJvWVHubX2Dq5qboPpPt/vmuE4aiGS1WoC7io8rk40BdhSYOfSp87M6azltbb1x8cZjiqoypQF/DQUu0teQz7+yO80DVCUjep8KhICZopeaFrhHOW52vDp8pMuDTMltPDG0He4LhgODg4zFWcANlhQlatOokFC9ryquLMBuMLUCxvrqQnnKDW7+HMJbUlu1gc6I+mDrvZu6Rel0LCsFAELG3y8513r8KlKJnUbk8ogaLYu8Pbu8PsOhomYeRGqwJS3sNw/ooGPnnuYtQicoS0vONAf5SlTQE++NY2NvTVcN/2XoajGm5VYFgWHlXlQH8UkJmDauMR2A4XFR4XlmXLC7JdLJY0+jlvRQN/eKmH0YSBS7G/CIwlTQzT4qVDIyxrqsw4O/SEE+imxYH+KC8dHiFY4WYkquN12+sxFfeBtHOE3+Pi4Vf7qK/0EPCoDEdt+UR69z3tcNA/lkxdr/Lwq30EvC4EgphmFh3D+DT8sXACzTBT1nLCNomXEs2c2hyKMRMuDbPl9DDesaOxyoNA8OS+oddNwQ7HBcPBwWGu4gTIDnnE43EeeeRBzj57E3V19SckOIbiBSg+e8ESVrWU7oW8uMGPYYGe2ZK1AzTdgt09Ea7+xVb+88o13PLEIfb0jhHTTMwCenOXYvsCV3ldLG2stA8KxnTetqppwuA4Le8ACa8KHni5h8GIlnHl2NsX4aFXbEeOtHNHfn274yM3LNu2rcKtUF/pznGxePVYmAd39hLXTUIxjf6xZE77O7ceJaqbfPSsRTlp8LbaMZ48MMRILGZ7GWMfgiulUEghFCFY1x7k2c4hAqkiJl6XHb56VDv4yZYAKEKwtq2GB3b2MhZOTDiGQmn41toKPC4ViQFIe5c/9XmZSQeFmXBpmE2nh7S8YVlT5etSquC4YDg4OMxVnADZIY9EIk44HCIWi1JXV3/C7ltqAYrJmOxoZdKQfPLX2/NeVxXBiqYAw1GdlqAXt6pwLJxkcCxJ72hiwqIgaca7ZkhppSrG2U4W6SAg7cjxTxvaeHBnL/smKKetKnb4CIKjI4mclHQkoXMgtZM86jbQTCPTTmB7Kj+9f4hzl+XKDiR2ZREhbG9hewdPllQopBjjU/4CydLmSpKayVBEy5MAlDqGQmn47uEYSxv9RBIGMc3WIPs9SslOHFOd01RkDCdCCvF6lSq8EWQiDq8fvve9G9i8+YG81z0eL3V1dWzYcCaf/vTnqKmpAeCll17kC1/4DADf+tYNOZ6/2XzsYx+ko2Mv73vfB7juui9nXt+9+xXuuOPXvPzydkZHw1RWVnHSSW/h8sv/iTPOOO7bm32fYrzrXZfx9a//S1nzHR0d5Sc/uYmnnnqCaDTKqlUnce21X+Ckk04uq59//dfv8NBDD/Lkky8WveaZZ57kq1/9Ips3P56zqXb55e+mt7enaLu7776flpZ5Jd9zbGyMW2/9SapoSZiFCxfxkY98jHPP3VTWnErBCZAdMpimgaq6qK2t4wMfuBp1CkU5pkOhAhQJ3aR/LMnKltL/yHcNxlAVO7BMGsUDPgFU+VwEK9xUV7iJJQ2WNVXyyrExPKlDdosaAyDlpEVB0qQlE0LY7YVQsKSZ+u/jaWSkZF9fFJei8L8vP4Xr/nsHh4fzy2z7XArza3z43CoJ3eTgYCwnJW3PT6KbEp9bZTRhB8iKsHcXTUuS0K28lHX/qEat34PPox5fa80sqVBIMQoV6ThzdQvP7e4t6HBQ6hgKpeElgjMW1fHuU+ez/UgIgeDU1qm7WJQzp3KlCzPRx2S8XqUKJ2JtHByyqajw88Mf/lfOa2NjYZ577hnuvvt3dHV1cvPNv8h5X1EU/vKXhwoGyF1dB+no2Jv3+ksvvciXvvQ5Nmw4ky9+8avU1tYyMjLCn/50H1/60ucytm3ZXHPN51mz5rS8vgBqa2vLmqdlWXzta1/k6NGjfOYzn6Oqqoo77vg11113DbfeenvJvsGPPfYIDz304ITXPP/8s3znO98o+N73v///oWm59QD6+nr4H//jX9i48Wyam/P/4GzevLnoPb/97a+xe/crfPrT19Levog///kBvvGNr/CDH9w440GyEyA7ALZJ+X333cXKlW9hzZrTTnhwDPkFKKSUaIZVcro1HNfZ3h2iczCKYdnShGKsaA5gmJK6gCez45bUBUsaA+w6EuLISIxo0qSqwoVXhU0rix/8ytbHBnwqkNoFFwpS2tpnuxT08TQyHHfksNPklRwejiOwK8ulNckBb7o/icAusrG7ZzTTl9dla3BNy8px+7BS95PYQXZ6DdOWYzuPhgjHdSxpoQoFpERRpi9PGO9okA50CrlJtgS9qIog4FGpTD1vvcDzLpaGbwn6WNFcVdaXp5mY02vVx0S8nqUKs70245ktWzmH1weqqnDyyafkvb5x4zmMjAzz6KN/4eDBThYvPl66+NRT17J16/OMjIzkBaoPP7yZFStWZQpupLnttl/Q1tbO//pfP8wpkLFp09v47Gc/yc0338S73nVZTiW9traFBcc2Ff7618fYufNlbrrpp6xbtx6ADRveyj/90z/wq1/dyne+86+T9jE4OMCNN/6ApqZm+vv78t4fGRnhtttu5Z577qSqqop4PH+TJ12AJI1hGPzoRzcyb958vvOdf82rJDg4OMANN9xQ8J5HjnSzdevzXHvtdbz3ve8H4PTTz2Dv3j3cddd/OwGyw+zgdrupr2+ktrbuNRtDuelW3bTY3ZNVpGOguEwhGwFc/55V/P7Fnrx7nbWsjp/8tTOz8zyaMPC6BO31hQujjNfHIi38HoWYZgF26n9Rg/+4BjkVKaYdOdLtD/SNoQg7sM0+sDcU1RlL2P0srK/gvBUNdA/Hj98Pid+jcCyUyBNHpP9fMy0WNfhta7SnumxrNM1ENyXDMR0Fe7d9UYOfJY2T2+iViiUlP36kg2c7BgrqYkt93k4afnKcNSoNx1bOYSIqK1Nf7MedMbnooovZuXMHW7Y8yj/8w+U57/3lLw9x+eVX5AXIw8ODSJlrU5ru+1Ofupbdu19F0zS83vK/xKalInfddR/z5hW2Xn3mmaeora3LBMcAPp+Ps88+l0ceeSjzZboYUkq+970bOPXUNcybt4C77vpt3jW//vUv+OtfH+PrX/8XenqO8ctf/mzSsd9zz53s3v0KP/rRzfj9uX9v0vc87bTTqK9vzrtnMmmfsQkEjrcTQlBVVUU4HJ703uXiBMhvchKJOIqi4PF4ufDCS17TsUyWbpVScng4zvZuOyDedXSU5Di3CY9LoS7gpjecLHQLXIp9n+c7QwXv9X+fP0zSkChAWvqcNCR3bz1asIJfIe0nwDtOriOWtFjS6GfTykYsKbnzxSPs64uyvDmQceSwC0iEqa/y4XEp7B+wJRTVPltSAYKGKi/VPheaKekajOWMO2mY3L/9GPOCPpKmJJrQ6RvT7KBXFXgUQTRp8kTHIO11fl7oGkEzZcpJwz4MqaqCBTU+LEvSORCdUYu0rQeHi+piS02vO2n4yXHWqDRer1pth5nFMIyc/w+HQzz55BNs3vwAp566lvb23N/1dXUNrF27nkceeSgnQN65cwf9/b1cdNE7uOmmH+a0Oeec87n99l/ymc98jEsuuZR1605j8eKlCCFYt259TuCaRkorb2xpXK7j4drVV3+Cyy57L/X1DQWvBVv60dbWnvd6a2s70WiUwcGBCa1b77rrv9m3r4Pbb/8dv/71Lwtec9ll/8i119qV82699adF+0ozOhrm1lt/yoUXXsz69RuK3vPBB//ED394U977S5cu44wz3spvfnMby5evoL19EQ8/vJmdO1/m85//fya9f7k4AfKbGMuyuP/+e/B4PLznPZdP+G3yRDE+3RqKaWzvDqeC4jDDUS2vzZLGAOvaaljXFmT1vGr+55920xtOoqa8hbO/v9slni06B2JctDo/tdvRa5dztiCn4b6+/N1pS0q2HQ4zmjBwp6rkCSFAKCysC+RVM7vqzP+fvfMOjKLM3/hnypZkN72QkEIniNICUkQRy+lZsJx66mHBCqLgWc7jd5az3FnuFBuiIiKiYm+n2HsXkC64CATSSbKp23fK74/Z3bDsBhJAmvv8A/vOOzPvvDOZffb7fd7n2yOS3v1hY1PEriysHXUFNCRRwCQIWEwyQVVH1UFRw2lzQ0tcnJXE+2tq2VDnIsViQlE1slKs2AFXSINslkVEQUAQQdB0Nta5cbqCtHiDBBQ1FNkIDUzXEUURfQ9rVmtb/KjbRCnCutiaFl9kezjFvbNz7u00/IGIPT1He0uKsDclDweqVjuBHaMrz5DL5WL8+NEx7ZmZWZx66ulcfvlVcb8L//CHE7nvvn9RV7c1Ujb5o48+YPjww+MS1csum4zf7+ONN15l3bqfASNCXVo6glNOOY2xY4+K2efmm2/q8BpfeulNCguLACgoKKSgYMc1AVyutkj/bRGOvrrdbnI6KAewadNGnnhiFv/85792mFXu2bPXDsewPd5441W8Xm/c0tDbnjMrq2NzgBtumMHf/34dV145KdJ29tnnce65E7s0ls4gQZB/xxBFkdLSkZhMpv2CHAMEFI11Na0sr2hheUUzm+LIJjJtZoYVpTGsOJ0hhWmkJ0cX6ejfzc7yipa43sLeoIYA9Myyxj1/r0wryytiUzU9M+Jbjy3e3ESzJ4DLr5BqlSlIt3ao/ezIrkwQoNzppsWrEFB1BHR8AeP/iqbT4g3S6gtikSXSkiUumLtkm8WHhm4502bCZDKRZAov3tMIrQWMlJheUdmMy6/GSDE0HcwiKNqe1azmpVmQQlE6IfIvLN3cRGWTN5Hi3o+xt6QIe1vycCBrtROIj64+Q0lJyTz66BOAsfbmzTdf5ZtvvuLKK6/i1FPPiOkfxvjxxzFz5n18+unHnH/+BSiKwueff8w118SPXMqyzPTpNzBp0uX88MP3LF/+E6tWLeerrz7nq68+58QTT+KWW+6M+u69+uq/MmxY/EV6YVLeWWhayPuyA3T0nR8MBrnrrls59tjjOfroY7p0zh1BVVXeeONVxo07hh49eu7SOcvLt3DVVZeSkpLGbbfdRXZ2DkuW/MiLLz6HLMtcc81f99h4IUGQf5fw+bw0NzeRl9edPn367dOxGLIJD8vLDUK8prqVQBzZxKCCVCNKXJxOUUbSDgn90OI0XvupKlKBLz7i778uFEHeWXs4VZuXakFRNVq8QRrdQWRRYGSvzLjaz47sytKTTVQ0epFEw3sZwOVXQWiXhBjD1XlrWXWEHIfdk3VgY4OXnBRjkZskhBfpGeeVJNja5ifFIkctAAxD141y06N6Z+1xi7ThvTKjNMhFmUlUOD1kbLM4MpHi3v+wt6QIe1vykNBqH3zo6jMkSSIDBgyMfB46tJRbbrmJe+/9F5Ikd2jlZrfbGT16LJ988iHnn38Bixf/gM/nY9y4HZPI1NQ0Tjjhj5xwgiFhrKys4P777+HDD9/n+ONPZMyYIyN9CwoKo8a2O0hJsePxxAaY3G535Hri4amnHqelpYVp066LyD3C0kFFURBFMUaj3RksX/4TjY3OuPO7/TkVRYl7zpdffgG32828eS9E3C9KS0dgsViYO/cJTj75VHr37tvlsXWEBEH+HeKrrz6jomILF154OWZz/BLJvyWaPAFWVrSwvLyZFRXNNHqCMX365NgYGiLEA/NTMEmd/4NsdCkUpFlwBzWaPcEIUZYEAbNsWJ9tdsautgWobPbFbf+13o1PUbCGdGDbpmq7p1vxBlVcPgWzLDC8Z1rcamYd2ZXlpyVR0+LHapawSIbjcXWzD1GA/DSrYd2mGw7BZU6PsW9oXGGSbDaJHNo9haCqsaaikbaAjieokWwSkQUIKhrOYCDKTULAIAjJZoljDsnlnOGFiIIQla7slmpBR6euNRB1Pdv2yU01KrjVtvgIqCpOdxB0yLKb6NsthSyrhFkSyUuzUtPso9zpTaS493PsLSnC3pY8JLTaBx/2xDN00003s3LlCmbOvI/Bg4d2KF/4wx9O5NZbZ1BRUc5HH73PUUeNJzk5OabfypUrmTLlKq677m8cc8zxUdsKC4u46aab+fOfT6esbFMUQd6TKC7uydKli2PaKyvLSU1N67DGwWeffUxd3VZOOeX4mG3jx4/mpJNO5eabb+/yeL755ktSUlIZNWrMLp+zpqaa/PzuMdZwYT13Wdmmg4cgl5SUyMCXwBKHw9FhbLykpOR24J87ONTtDofjjlDfRcDJcfrc4XA4bt/10R48OPLI8TQ1OfcaOQ4oGmtrWg0dcXkLmxpif9Vm2cwMK05nWFE6Q4rSSEsy7fL5clPNtPpVAqqOJAqoIYZsMQnIooCqGXZp8VCYbmVdHL2xosEFc5fw/OWHY5XlSKpW1TRWVIQdJWBTg5db3lxHz+xkJEGISvV1lN7tk2vjl9q2qAhIqlUGQaDRHaDNr6Jrhh45w2b8yYaTZxGniqDGz9VteANBaluVSHuLangwmySN4HYhdR3Dfs6naAwuSIsQ3/Z0peFyga6TkWxGEo3ruXBMcaSan6rpNHkCRiRbB7dfiRpbapJMts3C4MI0jgxpshMp7v0fe0uKsC8kDwk9+8GFPfEMpaamMW3a9dx55y3MnPkfHnjgkbj9jjjiKGw2G++99w7ffPMld911X9x+vXr1wufz8corL3LkkUdjMkV/n23ZshngN83gjh59BB9++B4rV65gyJChgCEp+fbbrxk1akyHWdj77nuQYDB6rc9LL73AJ598yNy5C0hLS9+l8axatZLDDhsUtdiwo3OmpyfzxBNPxZyzR49eLFu2lK1ba6NI8qpVKwF2qsvuKvYZQS4pKbEBzwNHAEt20n0u8EGc9seBHsAL27SVAvOB7ZdUVu7SQA8S+Hxe1q1bw9ChI0hOtsXYq+xJ6LrOFqeH5RXNrKhoYU1VK4Ht8vqWsGyiOJ2hRTuXTXQF21bkk0QBQTX8gP1BDUUU6ZGVxPiS+KsTBuTb4xJkMNwsnvyyjGuP6xdJ1X68bmuEHIehY0gWemYlR6X6Okrvji/JibJuEwU4vGcGjZ4A329sQhZBEAUyrTIW0XCgCKrt9eYEoG9OMrIsU9mkxGiMwVjoF7aR2x6aplPZ5OGQ/NSodKUnoOIP+hAEAatZwmaWWFXZwheO+kgfd0Al0Kajqho6hCroGYscBQF8QWO84XlIpLgPDOyt+5R4HhLYXeypZ+iEE/7IokVv8+OP3/HZZ59w7LGx0UyLxcK4ccfw0kvPY7encPjho+IeKzU1lWuvvYF7772Lyy+/kDPOOJsePXqiqgqrVq3klVcWctRR42OiqRUVW1izZnXcY5rNpoincFVVJU1NTfTvX9JhoOuYY47nhRcWcPPNN0aqAy5cuAC3283FF18W6dfU1ERVVSUFBYVkZGTQp09sBDa8UG9X5R+aprFp0wZGjBgZd/v258zJSYl7zvPOm8jHH3/AddddzcUXX0Z2dg7Lli1l4cIFjB9/7B6Tp4SxTwhySUnJKcBMoFN1jB0ORyXbEdySkpJpwFDgZIfDsSHUlgfkAR85HI4f9uigD3A4HOtYvPg7evToRWZmx9Ywu4qmsNtEyJO4aTvZhFHkwkZpiBAf0gnZxK6ubt/a6ifdKhEwibj8KunJJgJBlR7Zdo7ql8X4khxEQWD91raYY292xpdYhLGhzhXZb0yfTL7f5KTNp8b0a3QFKM5MiqT6+ubaWb+1DYssYDWJBBSNoswkemQls7HOzejemSSHXDDCFeG+ctTzc1UbomgUT8mymWh0B/nTkEw+Xe+k1Rsk1SJjldstgNx+NTLfYJDUkJsbItFR5237bax3c5yus7y8mVZfELMs4gsaJb/RjUV/douMN6jy9foGvEGVDMGMP6iF5B9GNDq8MDB8Dk3TCKh6lEPGhWOK+cJRz6Z6N71zbJH70REOpsIOB8q17I4UoSvXmJA8JLC72JPP0PXX/51Jk87nkUceYNSoWKcLMIj0+++/y3HHnRA3GhrGKaecRo8ePXnllRd57rlnaG5uQpJkevbsyZVXTuX008+K2efxx2OtzcLIycnlzTeN6nLz58/dqQ+yLMs8+OAsZs16kNmzH0FRFAYMOISHHpod5T7x/fffcPfdd/CPf/yTk0+e0OH5dwctLS0oikJKSupuHadbtzyefPIZ5sx5jEceeQCfz0dhYRFXXTWNP/3pz3totO0Qtjex/q1RUlKSDjQCrwHXAxXAwzuSWMQ5RgHgAN5wOBwXbdN+CvAuMNDhcKzbxSH2BMqcTldoFeiBj5ycFOrqWmlubtpjhUDCsolwkY6yBk9Mn2y7mWFFBiHuqmxid1a3r61p4ba31xLYpsy0WRa48/SBDMxP2+Gxn/9hC6/+VN3hsYszrZglKbKfLxCksiXWei6MXtnJXD2+D99uaOAzR71RLGQbmESwWYyX7PYyhoc/3cB3GxqRRUAQSLFIeAMqroAaFQkWgSGFKciyTEWjm9rWjsfTEXLsJsb2zWbp5ibq2gJIoqFN9gRUBEGgR1YyjS4/TR7DraPVp5CRLJNpt7DF6YlEkAPbyTgkEfrl2FA0uGp8b/rm2rt0Xw+mwg5dvZacnBTq69v2wUh3HfvT/ToQ529/QmL+dh2Juds97O35y8lJifty2hcRZA9waJjAlpSU7Mox7sPI4t6wXXtpqH1aSUnJmUA2sAq41eFw7LiY+EEIn8/Ll19+ymmnnYIgCLtFjnVdZ7PTE9ER/1wdK5uwmkQO657GsGLDgq0wfddlE7uzur2qyYcSImrhiKai6lQ1+RiYn7bDY3dL2bFuLRBQyM2yRvb7uWnH1ftavEF0dJZsbsIbiI00BzUj6muSxRgZQ2Wjl4xkOaJBdrqDcWUSGrDZ6SXDZkEIlaTu6k+7eleQ7zY2UpRhRdF0Wn0KbT4FsywiiwItngBNHoVMm4mCdCtVzT4a3UEkUcAsCeiihKLpBNToa9R1aPOrjAo5e3T1vh5MhR0OpmvpCL+Ha0wggQR+H9jrBNnhcASAXY3uUlJS0hM4D/iPw+Go325zKUZAzQKcD6QD1wLvlpSUnOFwOP7X2fNkZR34Grjq6jZqaippaGigd+/eO99hOzjb/Cze5GTxRieLNzbgdEVHJgUBDumeyuG9sxnVN4tBhemY5J27TWiazi81rVQ1eijITGZAfiqiGE2kV9S6EGURi6U96iwGVDwI5OTs+Iu2xl2JJInYZBFV1xEFAW9A5b2ft5KWmoQo0uGxt3pVwpewrducRRYwiRBExGKRCYsTFH3HdLTVG+SbsiZavIGY6GoYqqajBFTW1bSRZBJIT5L5cUszAU2nT14Kbr+KL6jS0OanzRvr+AFQkG3j3NE9qHR6+GhlJc0+hTavgq6HpA+0a4M7QkDRUBBITTaRkmTC5VOYMLyAEb2yePmHLazY0kROmhWLxUTvbibMjR5G98vmhEH5oMOiFRV8uLIWv6ohCsZ1SKLIhOGFXHRkb0RRYNVWd5fua2eeg848T/sDduWZ3tmz3hnszfnZnb/b3wL74pxhHCjP5Y6wL+fvQEdi7nYP+8P8HYg2b9cACvBAnG3/BB5zOByfhBtKSkrew4gi3wt0miAfyBILTdMQRRGTKYWJEy+je/fMTqUr/IrK2uo2llc0s7y8mc3ODmQTYbeJwjRSt5FNNO8kmgqdT8EmCzqaouH3ByORKE3RSEbf6bV0t5tCnFVHFgVavcbCtbI6F/e9s5ZuqRZMInGP3d1uQhRETBJooaIiqm582fl1AZ8nyIaaVoqzbOi6jiW0YK4jKBq8/VPVjudkm/97gzreYJCA0kKbXyMQVCnMSMJklnDLIgFZjInSAgzMtTG0mx2zplLd4t+mkIiBzjzJAUVlfU0rAgI6OhZZom9GEh8sq8RR3UqbN8jGgBopiGIWBUYVpdHNIhFQVT5eVYsnaFyNik69K4hFFumdbsXpNHyku3pfd9Z/f0rp7wxdvfY9kWbc2/OzO3+3exr7Ms19ID2XHSEhE9h1JOZu97APJBZx2w9Egvxn4F2Hw+HcfoPD4VgVpy1QUlLyITC9pKTE4nA4/HtjkPsKPp+Pd999ncGDS+nf/5AYe5ltEZZNhHXEa6vbOpRNlBYbnsQF6dbdcpvobAp2d1Ymjy/J4b3VtWxxelE1o3Jc2O9XEIzFYocVpNDsCcYcu3eOLbIv0O6hLAqkJ5vRdZ0mj4IseUkySQwtTOWbTc0djmVX5A4AnqBGRrJMozuIKBiL9A7vmcFmp5vlFa0x/XND0pCqJl+HhH1H47CbRURRMKLmEU9Rw92iMwVRXllaiSsQG58OKFrEIQO6fl931v9ASunvC8eGRCGOfYMD6blMIIEE4uOAIsglJSWlQBEQU9uxpKREBC4Ayh0OxxfbbbYCbQc7OQaQJAmrNQmLJX4p5UZ3wNARV7SwoqKZ5jhuE31z7aEocRoleV0r0rEzdNbUfXdWJsuiyH/OHsQXjnreXlFtFKYA3AEVSTRcGbqnJ/GXkTmsqGwGXWBIUWrMvhvqXGxo8LC5ro0Mm5n8VAuiKCKJPkqLMxjXP4sVFS38tKUZb2xQN3Qd7KSiX3x4gxppVlA0jdoWHxk2mSE9UqltMYh7mHiHnSm+29RErxw7G+vdCILRbswvaFqoIp9ozHU8Ai0KAulWGVuSGb+iYZFFfAGVsgZP5H4VZSaT6VdocPkZPyAnUlgEYH0HFQgByhrai7J09b7urH9tix9V03C6ArgDKjazBOhxiwTsaweJfeHYcLAV4tjX97Cz2NvzvjMcKPOWQAL7Ew4oggyMDf379fYbHA6HVlJScgsQLCkpGeJwOBSAkpKSVGAC8OneG+beh9/vQ5ZNmEwmTjnlzMiL2a+o/Cj5AHUAACAASURBVLihgc9X17CiIr5sIidlG7eJ7WQTexpdMXXfHUN/WRQ5/pBuBFSVx7/YHAmfaiFyWJhh5buNzkik64dNzkgKVBbFqCh0QDW+8Fq8CgO62Ug2S4zrn8X3Gxv5cZMTfwfCXgGjdLS6KwwZqG1r13w73Qq3v+0g/FslYqMW+rei0cPjX2wiNUlGFAQUzSiSEnapsVtkbFYTqqpSE8flotWv4g6oDLabsVuMSHlQ0eidY2NdTVvkfiWbJVKtJoYVpUd9wfbvZmN5RUvMcUUxtihLV+/rjvrnpJipbvFHypPXY5Qmz7ZHe4PuLynvvV2k4mAqxLG/3MPOYF/Me0fY3+ft3/++nffffzeqTZIkbDY7AwYM5NJLr+Cwwwbvo9H99li2bCnTp0+JaZckCbvdTt++/bn44ssoLR3R5WO3trbyxBOP8u23X+F2uxkwYCBTp05n4MDDdrifoii88cYrvPvu21RXV5GensHw4Ydz5ZVTycqKbxPb2OjkoovOY8yYsTGV9tauXcOTT87G4ViH2Wxm6NBSpk6dTl5ePgDvvfcOd999R4fjOfnkCfzjH0atuAceuI8333w1ps+uVvjbEfZLglxSUtIHyAGWbxf1HQrUORyOug52vQV4GXizpKRkNpAC/B9gA/7+Gw55n0JVVf73v9dJTU3jDyecYhTpCMkmfq5ujYkYJplEDisIySaK0um+m7KJrmBvp2A7imwu3dxIs0ftMAX6haOeLU4vyRYRIWBIBTwBlcomH0f2y0bAKH6RYpWpbfPH1S8IAhE3jT0FtQMynm23YLNINLr85KVaqW72ooQ09BZZYFy/LERJYnFZY8fH1tvdMHZUxCTe/RpWnMGrS6tjFgEWZXRclGVPoLLJgxKalHbHkmhZB/x+U94Hk+ThQLqH+9O8HwjzlpSUzIMPPhb5rGkqDQ0NzJ//FNOnT+Hpp5+nV6+uLzQ/kHDVVdMYMqQ08jkQ8FNWtonnnnuGG2+czty5C7pURlnTNP7+979SVVXFlCnXkJKSwgsvLODaa6/i6aefo7i4Z4f7zpr1EG+99Rrnn38hpaUj2Lq1hqefnsPSpYt59tmXsNtjn+N7772L5uammPYtWzYzffoUevfuy6233onf72fOnNlMmzaZZ55ZiN1uZ8yYI3niiWci+2RkJNPU5OGZZ55i2bIlTJhwRmTb+vW/MHLkGC699Mqo82RkZHR6bjqL/ZIgA7cCFwO9gM3btOcBsXcgBIfD8UpJSYkHgxS/FGr+ArjA4XCs/01Guh+gxaciZvRgbRs8P28pzds5HYhCSDZRZOiI+3ez71HZRFewt9PMG+vjLxzc4vSRYjV1mALdWOcGdARBxGoSMEkC3qBK/7wULj6iB9/86kTTIaCCJBiL2jQM318RgWSzyJg+WdS1BVhf24onoMWQx13VJwu0FwABMEsCAVXDLsggiJw7Ip+AqrOsvJkUq8z4kmwG5Blk0WaW+fDnGpo8wSiXjrB9XG6qldOHdo+6L525X05XkOKsJHxBlWaPgihCkkli0tF9kcXf7lnbVO9BEgWSZDFCRAKKFiXrgP0v5b23cDAV4jiQ7uH+NO8HwrxJkshhhw2KaS8pGcD55/+J119/hRtvnLEPRrb3UFTUI2YOSktHUFBQyI03TueDDxYxdeq1nT7el19+xurVq3j00ScZNmw4AIcfPprzzjuT+fOf5rbb7oq7X2trK2+88Qrnn38hkydfHWnv0aMXV111GR988C5nn31e1D5vvvkaa9euwWyOzZB8+OF7+P1+7rtvZsRqNje3G1OmXMLXX3/BSSedSkZGRhTBzclJ4c033+XHH7/jxhtnMGjQEMAIBm7c+CsXX3xZ3OdlT2OfE2SHwxHzxnA4HJOASXHaT+nE8d7FKBZy0MIXVPm5upVlZXWsq2jg1xaBdtWpQY5zUyyGbKI4jWOHFBBw7z/y672ZZu6ba2ezM1q3C9AzO5kmd7DDFGifXBusNcpVg4AogCSIFGRY+eZXJwFVRcAoowztUodQTQ8sssRxh+QiCgIPfvwrihZA13Wjqlyo767GlnWMSGkYAVWnrMFNbYuXLJuJFZUtOF0B+ufZ+fOIQsySFOk7rDiN7zc2oOngdAejDwoMLU7jqH7ZaLrO+q1trKxoBXSGFqUztm9W5At+e01jt1QLsiiSkSxhM5swyQIun0pNs5f1Er8ZOQjfJ1EASRQj92t7WUc45e3yBQkoOmZZQNhHKe+9jb0t6/itsD/JFjqD/WXeD7R52xYFBYWkpaVTXd1eSLex0cmTTz7G999/i8vVRo8ePbnwwkujSkPrus5rr73M+++/Q3n5FjRNo7CwiLPPPo/TTjsTgJqaas455zSmTr2Wjz9+n+rqKv70pz9z5ZVTWbBgHu+/v4i6utpQSemRTJ58Dbm53SLnWLFiGc888xTr1ztQVZXDDhvMFVdM4ZBDDo06/m23/YulS3/k66+/JBDwM2RIKddeewM9evTs1BzY7cbzIwjtgYawLGVHlfS+//5bMjIyI+QYwGq1MnbsUXzyyYeR52F7uFxtnH76WRx77B+i2nv16gNAfX20u255+RYee+whbr31Tu65586Y4/n9fkRRJCmp/Z2clpYGQGtrrCwPwO1288AD9zF0aGlUxcEtWzbj8/no27d/3P32NPY5QU5g59B0gwAZsokW1la3omg6pYKDQtxsZCgWk8zgwrRIlDg/rV02kZZspn4/Ish7E5OP7sXXvzbgV9qJqUUWuPHEfry8uKrDFGhYg1ze6A3peI2o8JJNjSwRmhEFgwhXt/ij/I0NlzMdv6rx3cZGLhhdZJSWVrWYAh97EpoO7oCGO+CnvMl4gS2vaOHDNVt5etLwCEnunWNDFAXafNEV/TQgPUnmzyMK0XSd+d9u5nNHPZ6AYWvx7upajinJYdIRPQBiNI2HdU9BEGBjvQfQUTUdWRL57OdaPtX030zzuK1W3HB/FOiRFSvr6J1jixpfuF/vHNseHU8Cvx32J9nCgYQDed6am5tpaWmOENPW1lamTLmUQCDAFVdcRU5OLp999jG33TYDj+cWTj3VSMXPmTObF198jssvn8LAgYfhcrl45ZWF/Oc//6Zv335RGtw5cx7jqqumUVzcg6ysbJ5//lnmz5/LVVdNo1+/Empqqpk9+xHKy8t56qlnAfjkkw+5445bGDVqDDff/E8CgSALFy7g6quv4KGHZnPccUdFjj9z5n2MH38sd9xxN05nA48++iC33TaDZ599iW2h6xqK0v5eDgT8/Prreh566L+YzWZOOOGkyLZJky7n9NPP6lAPDLB5cxlFRcUx7YWFxbjdbhoa6snJyY3Z3r17ATfcEKtI/fxzwz23b99+kTZFUbjrrlsZP/44jj762LgEecKEM1i06G0eeOBepky5hmAwyMMP34/NZmPcuGPijn3OnDk4nQ3MnDkrisSvX/8LAF999QX3338PDQ31FBYWccEFkzjppFM7nItdRYIg76dwuvwRp4kVFc0xJYpFAfxZh5CZKfLvQ0sYkJeCvI9kE/szrLLM85cfzpNflrGhzk3fXBuTj+6FVZZ3mAINu1ksq3axYpOTZItBjjPtlkgUpqbFhyQaBUREUcCv6KGFeZCfZmV1ZQtfrU9C16F/ro2KZh9ufwd2F9thV+UXYcihBXrNXoVXllZywSiD2G6qd6Pr0CfHhl8xbNs8AY2xfTO5anxvzJLE+q1tLNncREDVsZpEBAH8QZUlm5s4sm8WQIymcemWZnSgT04yrT6FBlcAAZ1ki4xJ4DfTPG7rOrKp3kPvnGTGl+TEyDo21bvRNJ0+Ocn4VcO/OqBobKp37/MIXwKdw/4kWziQcKDM2/bksLx8C48//iiCIHDGGUYU8dVXX6S2toZ5816IELXRo48gGAwye/aj/OEPf8RisbJ1ay2TJl3OBRdMihyzT5++nHvuGfz009Iogjxy5GjOPXdi5POTT84mLy+fs88+D1EUGTZsOGlp6fzyy1oURUGSJGbNeoj+/Qfw3/8+HCFwRxxxJOeddyazZj0URZAPPXQQM2bcGvlcU1PNvHlzqKqqpKCgMNJ+8803xcyJ2Wxh0KDBPPLIk/Tp064/LigojNo3HlyuNgoLi2LabTYjKOB2u8np5PKQTZs28thjD9OzZ2+OOaY9Uv/MM0/hdDp58MHZHe7bs2cvrr32Rv7zn39HFmMmJSVz//0Px41+ezxuFi5cyLHH/iFGdx4myE1NTmbMuAVFUVi06H/8+9+343a7YqQfu4sEQd5P4AuqrKluZUVocV15ozemT26KhWEFyfQwtXDMqBHYrYnb1xlYZZlpx/aNSALKnd7IF8SOUqCarlPd5KGyyYPVJKFqepSOL6gakVJTKDorCqqxSEwDpyuA3SKxqd6DjkBKkhmx2dfpMe9usFnZJly9oryFv4w0KgqG9Yh2qwmbrmORRWpb/PiD7WSxptmHO6CiqBqCICJoOoqq43T5+GRdHQPzUmI0jQFVN+QNgslYFBra7guqmC1yjOZxT9pOhR1LOKTjPrUtfnQE7FYT4biZ0xXYr3SYCewc+4ts4UDD/j5vLpeL8eNHx7QXFhZx5533MmDAQAAWL/6BwsIievbsFUWojzpqPB9//AFr1/7MsGHDI/ra1tYWysvLqa6uZPVqo0xCMBjt4rP9wrcRI0by2GPfccklf+Goo8YzcuRoRo8+grFjDdK7eXMZDQ31nH/+BSE9d/u7bOjIo/j0/Tdxu9vXvgwePCTq+OFouNcb/R1/9dV/ZdiwUjRNY82a1Tz11GxGjhzNzTffQXJytGSsMzAKnXX8Tu3swvy1a9dw003XYbFYuOee+5Flg3esWbOK55+fz8yZs+Iu2gvjxRef57HHHuKEE07ij388hUAgwCuvLOSmm/7K/fc/EtEXh/H+++/S2trKRRddEnOsM888hxEjRjF69BGIoSDImDFHMn36FObOfYLTTz9rh7UfuooEw9pH0HSdTfVullc0s2Ib2cS2SDJJhmyi2JBO5KdZWbr0B376aTHq0AFgTd9Hoz+wsCs2RwFV5bL5P9ESqsIHIAmQaTMhyzK6rmOWDO13m6pEFrmF0eAK0OoTOXWwlXU1rWiahqr/hhqLHaCm2cOz323h4iN6RPSImqZR1eyjwRVA0XR+KGtkdVUL4/tn0+QN4vIrKKqOoqoRfXVQg0/W1bGmqhWTGK1pNInQ4tPZ4vSgajoBVUMSwSKLMZrHfWE7dSDrMBNI4GBHUlIyjz76ROSzLJvIyMiIkRC0tDRTWVkRl0xDuz72118dzJz5H1avXonJZKK4uEeEZOvbvYczMzOjPp933kTsdjvvvvs2CxbMY/78uWRmZnHeeRP5y18uiuhms7KyY95lW5uMd0tbW3sVuKSkpKjjh4mdsV6iHQUFhZExDhx4GN27FzBjxvW4XG4efHBWZL/OIiXFjscTu0g9TN53RGrD+OijD7j33rvIycnh/vsfiUg2PB4Pd911G6ef/ieGDBkW9WNF1/VIpF1VVebNe5JRo46IWhQ4atQYJk06n4cffoC5cxdEnfPTTz/m0EMPjevYUVRUHFc2MnbsUSxbtpSamqodunN0FQmCvBcRlk0sLzdkE62+WNlEv1CRjqFF6ZR0s8fIJoYPH0WPHr1JS0uQ485iV2yOXllaSbNXQRKI7LO9DdrhPTPQBfjilwbafMGYYxj2YwKDC9NYXNaIP9iBR9tvjG2vN6xHXFzWiNNtkGOzJGA1SQRUne82NmI2SWQmm3C6g1E/2iyyiEUW4lYi7NfNzorKVvxBDVEgREah2RPELAr7vPrdgazDTCCBgx2SJEbI4Y5gt6fQv/8AbrrpH3G35+d3x+Nxc91115Cf3515856nd+++yLJMQ0M9ixb9b6fnEASBCRPOYMKEM3C5XCxbtpTXXnuJ2bMfoV+//uTkGBFgp7Mh5l1WF2gFBLZ6pR3EbjuHI48cx4QJZ/DOO2/x4ovPMXHixV3av7i4J0uXLo5pr6wsJzU1jczMrB3u//TTT/LMM08xaNAQ7rnnAdLT2znHL7+spaqqkjfeeJU33oj2JP7gg0V88MEiHnnkCYqLe+L1ehk6dFhUH5PJxGGHDebjjz+Mam9ubmbNmlX87W9/izumzz77BLPZzJFHjotqDwSMrEB6+p61eksQ5N8QYdlE2JO4ogPZRLiM8+CCtLiyCZ/Pxw8/fM2YMUdhsVijVtIezOhsGn5n/apbfHiDKrobLCYRW5yU//bY1j/ZkFYY/09NNnFo99SI1lUUBI7sk81TX5fx61YXZllAFMWI3dhmp5dLj+yBJ6Cwtc2PquqIEGP51hEk0UiPapq+SxX5AFwBnWy9vbrchWOK8QQUnOsbEIAkswQIoGu4/So+RaMgI4lMm5nyRi/ugIpJEpBC9lCg0z09iYmjciKaxuoWH+WNXqwmK35FwyyLtHqDjO6XzaiitJjqd5qu4wmo+AJGKXBXQOHjdVupafaRn27dqeSiKxKNcN9eOTaKMpMwSyJ5aTs/RwIJJLB/obR0OG+//QbduuVFLMMA3nnnLb7++gtuuGEGVVWVNDc3cfXV19K//4BIn++//xaIjSBvjxtvnI7VauVf//oPdrudcePGk5+fzyWXTKS2tpbhw0eSnZ3DRx99QN7QEyJyMzUYoM6xFFu3XtS5FfbEt/TUqdfyzTdfMW/eHI499g8dOlbEw+jRR/Dhh++xcuUKhgwZChhc4ttvv2bUqDE7lFjMnz+XZ555iuOO+wM333wHZnN04aUBAw6JifwCTJs2hWHDhnPppVdQXNwDi8VKWloay5cv48IL2yUTiqKwbt3PFBQURO2/Zs0qNE1jxIj4RVHeeedNfv3Vwcsvv4XNZo8c69NPP6Zfv/6kpqZ1bnI6iQRB3oOIkk2UN7O2pi1GNpFsliJuE0OL0qLcJjqC01nHr7/+Qr9+AygoiBXdH4zobBp+Z/00XeenzU3UtwWMaLAokGKRsFtNO0yv98s1KsOFSWn4ndrsDvBzdSvralqpaPRy8RE9KMlL4Y+HdaOswROyD2u3G+uVncxz35ezpqoVLXSQsDKsM3xX1UDdTUWyDmxu8JBhk9F0PTIeRdMNvXBADTltGDpiURPY3OAmLclEtt2Mu9Eb0lsbGmtRgN7ZyTGaRjFUac9mkSOV+P44uDs55ugsSLdUC42eIL6AF0UzfoAAfLqunu83NpJtMzOkKL1DyUVXJBod9T2yX3aCHCeQwAGG8867gI8++oBp06YwceJFdOuWx6pVK3j22acZNmw43brlYbfbsdvtvPjic9hsdmw2G0uXLubll19AEIQY7e/2KC09nNmzH+bRRx9kzJix+HxeXnhhATabjTFjxiKKIlOnTufOO2/lpVm34+0+kqCss3nxewQ8rfQ64QoKMpJRnK27fb0pKSlMnTqdf//7dmbOvI///vdhAKqqKmlqaqJ//5IY8hrGMccczwsvLODmm29k8uRrSE9PZ+HCBbjdbi6++LJIv6ampsiCwYyMDDZs+JV58+ZQWFjMWWedy/r1jqjjZmdnk5eXHzfiL0kiaWlpUduuuGIq999/D3feeWtIg+znjTdeZfPmMu6++79R+2/YYJSr6N+/P21tsVnZSy65gunTp3DDDdOZOPEiAF599SW2bCmLKjSzp5AgyLuJBpc/tLCuZYeyiaHF6ZQWp9M/N1Y20RHCesmCgmIuvPByrNakne90kKCzafid9dtQ56Ki0UOmzWTcG12nyaNwSPfUHabXc1Piv3RSrRJZdnPMeTqyGyvIsPLe6lq6pVoIqhp1bYEu0d3ddbMIQwc+WVuHWZJYVdlCt1QLiqbT4AoQUHVU3SC/WckykiTR6lNodAdITzIhCUaVvfCPBFkSKcyIXjTSkYRhQH4qTqdru7EYB9MRUDUtMj6TaCx8NMviDiUXXZFoHAhVxBJIIIHOITMziyeffIY5c2bz2GMP43a7yM3txvnnX8jFF18KgM1m5777HmT27Ee4885bsFgsFBf35Pbb7+all55nxYplOzzHX/5yIZIk8s47b/P2268jyzKDBg1h1qw5ZGcbtg8nnHASNpudBc/No+zDJ0GUsOX3ZcDZ/8cRw4cyID+VNc7aPXLNJ510KosW/Y/vv/+Wzz//hGOOOZ758+fu1AdZlmUefHAWs2YZc6EoCgMGHMJDD82mZ89ekX7ff/8Nd999B//4xz85+eQJfPHFp2iaRmVlOVOnXh5z3HPOOZ9rr72h0+M/44yzSEtLY+HC55gx4waSk5Pp168/s2fPjSkh7nQ6MZvNWK3WuAR58OChPPLIE8ybN4d77rmLYDDAwIGH8fDDjzN48NBOj6mzEHaWbvgdoidQ5nS6QqtAY7GhzsXnjnqWlzdT0RT7a7RbqiGbGFqUzuDCNOyWrv8O8ft9vP/+2wwfPpqioh5d3n9b5OSkUF/ftvOO+xG+Wt/A68uqyLK3E1WnK8DZwws4ql92p/uFt2faTLgDKn5FwxdQmTiqiHH9O/a4efLLTby3uhZJElBUw75Nw5DE9MhKjpznT6XdyU+zUtviJzvFRFWTj7KGdrux7zY0Rsan6zqtHj8bG7yoOqRaRFKtEtUtQTTAIglIIniCOmYJFDVUFGQPzWlGkszAgjR+qWlFFASCqobVJNLiDWKWRUAgP82KP6DiVzVcfoXe2XYaXV4UXcDlV7FbJEwijCvpRl6qlbw0C71zbGyqd1PV6GFVdSsNrgDZdjODClIZ1DuHLJMQFa39an0Dr/1UiV/VaGjzGy4YioZJMizlCtKtgBBzr7ff32qW8Ac1LCYRX0DlnBGFMf07ej7OKu1Ot1QrKyqaAYEhRan075ayX0WVD8S/2/0JifnbPSTmr3MIS7i2tdDrlpuamLvdwN5+9nJyUuK++BMR5C4ioGj87bXVUdKJZLPEkMK0yOK6/DTrbp9H04yVoKraOd/cgw2ddR3YWb/wdgC7RcZm1mkG8nZyj3rnJINg3AdhmzBuksk4mHE+WLq5icomb1TU9PKjekaI1rbj0zSNTU5fRLbR6tdwBwySquuGZ7DLb2QgAr/BbW/yKny7wRndGPp95wsaQo4WrwtZNKQdRiEULy3eIKIgICDQ7FVQNY3PfqnDIkuRgimKolLV6iegtP9dfPWrk15r6jg0PyVK/pCXZkESBdJMMs2eIIHQuYOqEU1u8QZJT+pYApObaqbJEyDQpkf0KmZJICdO1D/e8yGgs2RzEysqW/D4jWj/u6tEoxDK2J77FUlOIIEE9m/s7xZ6Cew6EgS5i5BEgaP7Z1Pb6jdIcVE6/brZkcQ986UaDAaQZRNJSUmcddZfOu1VeLChs64DO+u3q+4FhRnJmCSRgNIuAZAECKo6TlcAUYCizCQqnB4ybOYO0/fbnr++zR/5YRW2hVN1UHUdkyTS5lMQBAEBfY9FjbeFBHTEuyXR8G8G418B48WfZJJwugLIovHsq6qGoumkWmXsVhMuX5CN9R6y7CaCSvsCRBEIKhqqpnU4JysrjIqEit7u1ikJ0OpVGFTQ8T0SMFi5rmsICKFFN6LRvh3i3f+izGQ21LvwB1WSzBK6bpTrXrK5iSP7ZSe+6BJIIIEEEkgQ5K5CEgX+eny/nXfcBShKkLfffpXc3DzGjTvud0uOofPVn3bWr6tVpMLpsq/WN5BlM5NslWnzBEkySwQUjV7ZNlKSJLJsFnRdx1HTii9oMMrUJBOqpke5Y2x7/kc/20CLT4lUuQuT5G4pFo7sl80n6+oxiQJOtx8Q8ClalxwvdgZ9B4JmZZuTiAKYJBFF02jyBJFEgSy78SPAE1Bp9QZp8QZp9Sl4AgqKqtHsCUYWH0K7NKTZGyTVIkfmJDy/PbOTMckCjupWypxeMm0mQDCq9ikaI3pmdHiPtrb6yUw2RRwzLLKIL6hS1+anJC+a3Ma7/9UtPtbWGAtoVE1H04wfKX5F+10XDtmTxVsSSCCBBA50JAjyfgRJkiku7vW7sXHbGTqbutpZv84eZ1vHA09ANbS04Uhxo4cmT5AWX5CgopNkllBUFXdAi5DCra0+bBY5JtUfPv+o3plsdlahaXqUtrjNr1Ld4iPFImGWRZq8QYTfIIbcgaQ+bj9/iDGHF536gio+xSgcoupQ0+IH2q/BG/J4DvPscHuLO4Ci6OSmWKLmt94VwBtQMcsC/qBGklmiMMNYhNrsCe5QpmTIJqIdMwKK1qEkI979N8tGdkCnffGhN6jGlWn8HrAvirckkEACCezPSBDk/QB+v49AIEhKSgojRx6xr4fzu8W2jgfpySY03ZBTBBWNFq+C3SLjDapYTQJ+RUVV28OugkDEsixeqh/gzyMK+XDNVpq97U4nsmhYwVU0einKTKaiyYtJEvEGVOTQAsF42FPuFjuCgHFdmg4tPgWzKBqlp9GiosU7ghgScOvokfk1SeEFggKKBilWiUZ3MEJ6dyaB2d2iH31z7fTNsVPT7IuQY0kEKaSz/j0i4faRwO6gvHwzzz03n59+WkJjo5PkZBv9+vVnwoQzOP74E/f18PZrnH32BGpra6LaBEHAak0iLy+P4447gQsvvARJkrp87EWL/seLLz5PdXUVOTk5nHnm2Zx77sSdZqfr6rby2GMPsXTpYgKBIMOGDeeaa/5KcXG7YYCiKCxYMI/333+XhoZ68vLymTDhTM47b2JU1b/KygqeeOJRli5dgqZpHHLIoVx66ZURb+Z4eO2117j55pt55JEnKC2N74lcV7eVSZP+wowZtzJu3PiuTUwnkSDI+wE++mgRbW2tnHvuRbv0R5DAnoFRwKK9Rn1hRhJmk0S2zYypxRdK5WsIgoimKWi6oRe2yCKiKKBqOslmKW6qH8AsSTw9aTj3f7ieFRUtZCSbyU+3IgoCug4jemYwYUg+NS0+gqrGhjoXH62tM7yKt0NmsowoiiiaTosnuFMZhiyAxSThV7QYb+4wFgNl8gAAIABJREFU2U6xSKiajjdoLBwEAVEEr1/FKkvkpVnxBVXq2/wEVR1JNAqYROkqBOMfs2h4UHdLT0IC6tsC6LpBtgOKsbhOEETQNdJtFpLMKqXFGYwvyd5par+rspl4+4/okcH6rW2Re51qlfErWof37mDH9s++ECoK83uWnCTQOWzeXMbkyZPo1asPkydfTW5uN9ra2vjii0+5/fabKSvbxBVXXLWvh7lfY+jQUqZMmRb5rOsajY1O3n77TebOfQK/38/kyVd36ZhvvfU6999/D+eeO5GRI0ezZMmPzJr1ED6fj0mTYu3bwvB4PEyfPgUQuP76GQDMm/ck06ZdybPPvhypqHfHHbfw5ZefceaZZzN27Djq6rYyb94cNmxYHykrXVtby+TJk5BlmcmTr6awsIjFi3/guuum8u9//5cxY8bGnL+qqpK77757h9dWXV3FjTdOj5T9/q2QIMj7AUaNGovH406Q432M7R0PAJLNMkf1y2LRqlpMkmAQQF1DFI1FYppuRB9lyYi6mSUJv6Ly1foGclPNCAjUtPpQVA2TKJKfbuWs0kLq2wKkJcl4/Aot3iC+oEZAUY3oZq6dDXUunK4gVpNIMI6TybAeGWxu8GCSBNx+hcBOyuwpOthEAV0W0RXVcKmAqEhwlt2Mx68S1IKgayiagB5ypUgyCWQkm3AHROrb/MaixdCPAiH0f0kQ0DTD/kIUAV0kNUnG61PwKypOV5CAqmG3SJF5RDDs7UQkxpd0foFcR7KZzupo89OtJJvlqIhpUA3usHjMwYzOusYkkMD2eOml55EkmYcffhyLpf15GTduPJqm8cILz3LOOedHlSpOIBopKSkcdtigmPaxY8fx5z+fzjvvvNUlguz3+5k793FOPnkC06ZdB8CoUWNQVZXnn5/POeecF6lEtz3eeut1amqqWbjwdQoKCgEYMmQY5557Oq+8spArr5zKr786+PzzTzj33ImR4wMMGDCQSZPO59RTT6e0dAQvv/wCra2tzJv3Av369Qfg8MNHoWkqM2fex8svvxUVbVZVlX/96zZSU1Nxu90xYwsGg/zvf28wZ85sZPm3p68JgryP4Pf7qa6upFevPuTm5u3r4SRA/NT96P45jC/JoaLRy8qKZkySgDdgaGaRjIV0QVUnqKokm2WSTCLvrqxB06HJY9SH1xHwBlSSzCLZNjODC9M4rCCVzx31uHwKqm64Nyz4vpzyRi8CsLqqNUI+t5dTpFklJh/dixd/rGRlZQtJJomAqsS5omi0hPTE2wZ8wdANm2UBERjTO4PPHfW0+qMdmBUNnC4/TncwEoEO65QFHayyGFpgZ8hCAipIgk5Vo5csm4lFq2pRNR2XL4jLp2ASBbxBjSSzoQUeUpTeaYlER+iKjnZ3ZRoHGxLzkcCuorHRaUixtNg81sSJF9OvX/9Ieef33nuHu+++g8cff5rHHnuY9esdZGVlc+aZZ3P++RdEpf6XLPmR+fPn4nCsQ5ZlRowYydSp19K9e3t54vr6OubNe4off/yOxkYnVmsSgwYN5qqrptG7d18Ann76Sd5++w0mTryI559/FlmWueee+5k16yFyc7sxYMBAXn31JZzOenr37suNN85A13UeeeQBHA4HOTk5TJp0OSeddGrkvGvWrOa55+axZs0qXC4X6ekZjBkzlqlTryU1NRWAa665kqysLIYNG85LLy1k69Ya8vO7M3HixZxyymmdmltZlrFarShK+/t92bKlTJ8+hUsuuYLLLpscd791636mubmZY445Lqr9uONO4NVXX2Tp0sUcffSxcff94Ydv6d+/JEKOwaieN2RIKd9++xVXXjmVsrIyAI466uioffv27UdaWhrffPMlpaUj2Lx5E3l53SPkOIzS0sN5+eWFbNy4IWrbc889w9atW7n++uuYMWNGzNi+//5bHn/8Uc4553wGDx7K3/52bdxr2FNIEOR9hKVLf2DNmhVMnHgpdnsihbk/IF7qfszAfJxOV6g9i9oWHwHVKGqRl2pF1TXWVLWho5OZbBDBDJsZd0Al0KajqhqCKGA1tVeJW13VysmDumGRRbyiQJIsIgoCAVXnu42NmCWBvFAJ8kybiZpmL5kpFoKKzpCiVM49vAizJEXGury8mQ9/rsWvqLj9RlR7R/HkzGSZlCQTfkXD7VcY2SuToYVp5Kcnoevw7cZG8GuhOTEWsbkDKiN6ZuCpbKV7mgVBEGj1BvEqGscfkkNxpo2AovLG8hpMohFpF3Twqhq+oBZ1PVtb/YwvySHLbsYsieSlWfeIY0JXdLS7K9M42JCYjwR2FWPHjuO7777hiisu4uSTT6O0dAR9+/ZDlmX69esfQ44A/v736znllNO45JIr+O67r5k9+2E8HjeXXz4FgC+//Jxbb/07o0cfwR133IPH4+bZZ59mypRLmTfvebKzc/D7/VxzzZWYTGauvvpaMjOzKCvbxNNPP8E///kPFix4OUK4W1qaefPN1/jHP26jsbGRfv1KAPj226/YvLmM6dOvIxhUmDnzPv7v/25EkiQmTryYCy64hAUL5nHvvXdx6KGHUVzck02bNjJt2pWMHDmaW265A5PJzE8/LeH55+cjyyZuvLGd2P344w+UlW3i8ssnk5qaxgsvPMs999xJnz79GDDgkEg/XdejSLCqqjQ01PPqqy9RXr6FCy+8JLKtpGQATzzxDLm5uR3ek82bNwFQXNwzqr2oqCi0vYyjj95+LyLbDj98ZEx7UVERy5YtASAjIwOAmppqhg4tjfRpaWmmra2N6uqqUL9M1qxZhdfrJSmpvRJwZWU5YEglws/HL7+s5dlnn+b++x9BluOLBg85ZCCvvfYu6enpLFu2tMPr31NIEOR9hFGjjqBXrz4JcvwbYVctq7ZP3Ytiu11cOJq27TEBZFGktsVPTYsvouP0B1VUTSOoGcJbXRPQAKc7iCwKbKr3hIpWCKga6KKOrun4ggq6LhlV/0JV4iwmmT8O7EZQ09lY5+ar9Q2ML8lBFkX6d0uhusUXsmUDUdDR9R37KLsDGpKkYTNLWGSR3BQza6rb+KGsiaRQZb1tYSzU0yl3evAEFAKKRmqyTF6alSaPQnGmjfw0K5//Uo+u62SnGA4ULr9CXVMAXdORJeNHgNUkYpZFuqcnxa2Stzvoqo42YfAfjcR8JLArOP30P9Ha2sKCBfOYPfthAJKSkhg8eBgnnngSxx9/YlQaHeCPfzyZq682on+jRo2htbWVhQuf4y9/uZCkpGQefXQmJSWHcO+9MyP7Hn74aM4993Tmz3+aG2+cQUVFOTk5uUyffj39+w8AYNiw4TQ2Opk/fy6NjU6ysox3jKqqTJ58NWPGHBk1Do/Hw333zSQnxyCbv/yyloULFzBjxi2ceuoZAGRmZnLFFRfz889rKC7uya+/Ohg0aAh33XUfZrPhejNixEhWrVoRIZBheL0eZs6cFSlRXVzcg7PPnsDXX38RRZC/+eYrxo8fHTO3hYXFTJt2HWeffV6kzWazx5VjbIu2Nlek77YIf44nXwjD5WqLK79ITrahKAp+v4+hQ0spLCzmsccexm63M2zYCOrqtvLww/cjyya8Xh8Ap556Oh9//AG33PJ3rr76WnJzu/HTT0tYuPA5AHw+b+hfH3feeSunn34Ww4cfzsqVP8YdW/g+7S0kCPJehN/v56effmTkyCOQZRPduxfufKcEuozfwrIq3jEHFaaBrrO6qtVYfKZquHxBMpJlWrxB/NtUlfOHNMINbX5kSaSq2YM3qBNQNYTQj2VRELBJEt6gyhanJyIQlgWdl5dWsrU1AOiwVuC91bX85+xBiILA0rJGalv9nbZx8yka/jY/9aHPVU3VBpGPe92hsemwod4d+qzS5A1SH4o0hqsJhq3xlFAZvoY2f6RqoNvpQRbBJApYTDK5KXte25rQ0SaQwL7BhRdewllnncuSJT+yfPlSVq5czuLF3/Pjj9+xaNE7/Oc/D0bpk086aULU/scd9wc+/vgDVq9eRX5+PrW1NZx22plomhaRbtjtdoYMGcaPP34HGOn8WbPmoOs61dVVVFVVUF6+haVLFwOGXnVb9OnTN2bceXndo0hXdrZBqAcObCegaWmGdrqtzfBOP/HEkznxxJMJBoOUlW2iqqqCsrJN1NRUx6wjys/vHiHHQMTCNUwMwxg6tJRrrvkrAE6nk3nz5tDc3MQtt9yxUzIcD7oekr918HW3IxcLTdN24nIhYDKZePDBWfz3v3fzf/93IwBJSclcdNEl+P1+rFbjXpeWjuDOO+/h4Ycf4KKLzgWgZ8/eTJ06nbvuug2r1QimzJr1EABXXXVNVy7zN0eCIO9FVFWVs3r1cnr16kN+fsHOd0hgl/BbWFbFO+aSzU2g6xH5gK7rbPApVDb5YqKwYWiA3SKytdUPtBcLMbiwTlFWMmX1bvxKe5W4oA61rX6STCKCIKHrGlucXr5w1FOcmcyGOlfICcNgozvjyWH7Nj103qCmI4XcJzok2ULsNk9QwyyLVDQa1QQj1njuAKHAecjSzdhR1Qxbu7Dt255GQkebQAL7DsnJyRx99DEcffQxADQ0NPDYYw/x8ccfsGjR//jTn86J9N1eHpCenglAa2tLJBU/Z85s5syZHXOebRdnvf76yyxYMA+n00lqahp9+/aLEPHw+zCMjIysmGPZbLa417KtHGB7shgIBHjkkZm8//47+P1+cnO7UVJyCFarlUAgENXXak2K+hyOhmvbvUxTUlIYMGBg5PPgwUO57LILuP76a3jiiacjeurOIpyZdrvdEYJvfHZFbe9o33gRZo/Hjdlsjsxvfn53Zs6cRWtrKw0N9RQUFGCxWHn99VcoKiqO7HfMMcczfvxx1NRUo+s6/9/emcfJUVUL+KuuXiazZZlMJitZILkhYDYMsj4D+FDBKIKERRAQUFAQUR6LiBp5KPDgAT5EVJCAIrJGSDCyh8UIhsgmkBsgwSQkJDOZfeulut4ft7pT09Oz9cxkpifn+/0mk6m699a9p29XnTr33HMmTJjImjUve+Mu5e9//xvLly/jl7/8LbYdJJFIpF+KkskkjuMMWAADUZB3I9OmTefUU79OSYksYfYnW+taaYk7uE0QCQUoigTTS+2pCBE9db3ItnwfSziY7G+7jhVFbIojQZpiDsSdtAU1dTsMBSxGFkZoiCYoDNuMLo5Q3WRuquFggPHDC6hrjlMQsonGkyRx2VbXQjLpmrBoeOHRSLChspmwbRNzjIJrB42W67gmkcmkkQU0tjo0RBMUh00Skk01Jlxd0jUxm9Mb7Syr3U3bT2qzoF+xTm0ebI4laIk7xB2XYMCElEu4LpZFu4QnxQVBisM2lQ0xZo7t2+xt4kcrCLuXysodnHvuGZx00lc55ZTT2pwbPXo0V1zxI5577mk2btzQ5lxtbW0bxa26eidgfFZTyttZZ53LoYce3uG1n3nmSW666X886/XitKX2nnt+x9q1azqs11t+8YsbWblyBZdd9kMOPfTwtDvCxRd/m82bN/XJNUpKSrjyyiVccMG5LFlyFXfe+fseRW2YPHkKYGIQ+zc1bt68GYCpU6d2WnfLls3tjm/evJkpU0y9WCzGqlXPoNS+TJ48Jb0xsaqqip07q9LuI5s2fcibb77Bscd+sU0/1q1bRyAQYMaMmdxyyw04jsN553293TW/+91vMXbsOB56aHm3x96XiILcz0SjUZ566i986lOHUF5eIcpxP5N0XdZ+WENlQwzbAitgURKxKS4IMaYkkrPrRbbl+3DQBtdNH9u0s4ma5gTReJKYkySJt8TlUyjtgEU4aBGKQ12rw87GWNqCbFuwtbY1nTCjuilGXYvJ3Oe40ByNUxgJectnFtPKCxlTGqYl7hBzUgqpuWZx2KahNZl2y2iKJhlZGMRNGqu1HQhg4RD1xud6Cq2bRUcOYHyxHcdtc94FPqxsItZZEGZfhDoXaGiJk3CSlJeE+8UVRvxoBWH3MWpUGcFgkEcffZhFi46juLjtas1HH20hkUi0c2944YXn2mw8e+aZJxk2rJBPfGI2oVCYsrIyNm36d5soDclkkiVLrmTMmLHMnDmL1177J7Ztc/bZ30wrj67r8vLLq9Pl+4PXX/8ns2btz9FHfz59rLa2lnfffYfCwsI+u86cOXP5wheOY/nyZfzpT3/gtNPO7Hbd/fefTVFREc8++xQHHrjLt9nIeRhz5szvsO5BBx3CHXfcztatH6WV2qqqKt54458sXnwqAKFQiFtuuYH/+I8jueyyK9N177vv99i2zSGHmBebTZv+zbXXXs3kyVP4xCfmANDY2Mhjjy3jgAMWUFxczNe//g1OOGFxmz68997bXHfddVxyyRXpegOBKMj9TCwWpa6uhsbGRsrLJYV0f/P+jkY2Vzczqihk0iS7LjXNCfYdX4qLm7PrRbbl+wVTRqZ9kFviDjXNCUYVhZgwooAtNVDVGCPJLutxwIJIMEDMcdlnTDFrN9V5VumUYmuxva6FGeNKeX9HE9VNMYJ2gLKiEI1Rh+Z4kuZoAsuymFw2jIWqnA92NBEMWGlXjSRgA6XDQmysaqEgZKXdMmqaE4wqDlPbnADMjunSSIBWxzXJOzpg3PAItS3xrAlLnA6eQQHoIHmJeVWwsCR7myDkObZtc+mlV3LZZRdz1lmncvzxi5kxw0SIWLfuHR544I/MmrV/mxBpAEuX3pHOqvbii8/zzDNP8p3vfI9IxPiknnfehVxzzU8Ih8MceeRnAHjkkQd5+eXVXHXVTwHYb7/9+fOfH+Kmm67nqKOOpqGhnkcffYS33noDMBu/+oNZs/bnySdX8sADf2T6dMVHH23h3nvvpqmpsd1mxN5y/vkX8OKLz7F06R0cddTRjBs3nqamRjZu3MiYMWPSPs2ZRCIRzjjjbG677RdEIhEOOeRw1q79Bw8+eB/nnHNeG0Pdv/71FkVFRUydOg2A4477Cg8//AAXXfQtvvGN87HtIHfeeTvFxcUsXnwKYJ5VJ554Cnfd9VvGj5/Afvvtz+rVL3H//fdy9tnfZNy48QAceODBTJkyjWuuWcL5519AMBhi6dI7qK+v5YILbgSMq0aqfIpotAEwmxqz+Y7vLkRB7iccJ4FtBykpKeXkk88YMklA+nJJvD9IuUKMKAwRsCzPKuqyYPJIdtTHepUt7OC9R1EYDoLlMnfiCKZXGGvJ+zsaWaWrePXDakYUhjxFOUzAgjGlBYBFRWkIVVFKJGQzbngBW+taeXtrHdG40Y5tT8NNuBYLJo9k4ohCnnxnO2VFIVygMOxQ0xyjYngB00YXc8TM0SRdl6ff3U7ShTGlkTafQ2E4CLhYlu2N1bhlLJgykr3Li3htUx1FEZsjZpaTdF1eWL+ThtYEsyeWsq26kWfWVxN3XPYdV8L0MUU8/ubH6ZBvfjXZrwRnxmtO+TXjGlcXJ+kyuiRCJBhgR0M0nVmvs8/DP98qSiO4uOyojw3KuScIeyIHHngQv/vdvdx33+9ZtuxBdu6swrIsJkyYxPHHL+bkk7/aZoMewPe/fzkPPXQ/d999JxMnTuLKK3/SRon+/Oe/QElJKffeu5Qf/vAygsEg06btw89/fgOHHfbpdJnt2z9mxYpHWblyBSNHjmLOnHncfPNtXHTR+bz++tp+Ua4uuOBiXNflnnvuoqWlmYqKsSxceBRlZWXcfPMNbNjwPuXl8/rkWqWlwznvvAu59tqruemm67n++pvRel2XcZABTj31awSDIR5++H4ee2wZFRVjufDCiznppK+2KXfeeWcxd+58br31N4Bx77j11t9w6603cf31P8O2bebMmcu3v30RI0eOStc7/fSzCAQCLF++jKVLf8ukSZPbRP8ACIfD3HDDLdx6601cd901AMyePYfLL79qQBXf7mJlOrILTAE27tzZ2KlPZmfE4zEee+xh9tprCgsWHNynncuF8vISKisbet1OfyyJ9zXrPq7nmsfXmcxynl9D2La48tiZBCyLX63a0MZiWdsc5/yF0zpUkMvLS9i+o77LcWe7rpN0GV0UIhIKtquz7uN6lixfR1M0kd5pHLAsKkrCfO9oExfytuc+oCnmpC3h0YRJUFJeHCEQsNjZGKXBSzQCUBS2mTm2mLqWBAdMGcGyf27zLMgBXDdJa9zlvE9PZUtNS4djiTkOZy9dS23LrpicmYlFukuqXsCCwnAAx7WYPGoYccfl/IXGWtHZ59F2vrlUN8fBdRlZGMYOWINu7vU1ffW93VMR+fWO/pBfKlHIXXfdm45FPBSRudc7drf8ystLsj5E+nY9QAAgGAxRVjaasrLyrgvnEf4l8bJiE7UgtSQ+WLCwwB/Rwd21pJ9yk6htjrOzMUZtc7xbUQ66M+7M6zrJJAknSUlBMGsdC4ugbaWtsknX9HV6RXE63fSkUYVUN8Vxk27aUpt0oSBs4yST1LYkiAQtwsEAAcsk89hc08LsicNZ/MmJTC4bRmvcpSWWoDXuMrlsGBNGFnQ6lgde3UJtS8Js+vPuDrm8JgY8q3iqjZa4S8i2iCWSaZl39Xn45W42LRpf64KwPSjnniAIgjB0EBeLPiQWi5JMJikoGMbChf850N3pc3qaiGEg2F4fZWRhCAjRHHUojBgXgx0NUdTYki6jHGS6kJSVFXdr3Nvro4wqDFEQKqA17tDQmqC6KUZ91KG4wG1XJ1V+3PAC6r2QcNFEkrgDD766hbmTRjB/8gjWb2/AsiyaYw5O0iWecKhqjBKNG5U55ph01MGASfGsKkrSVtXrv/IJVulKNlQ2M628kIWqnNXvV+MkXZqiCepaE8QTSeKOwz831bDPmGLWf7xL4fTvcXGBYSGTFjpkm99FEZvWRBILl4QDRRGjuNuBAAUhm0TSpbggRGs8wScnj2T/8aXtsuZ19nn45R6Nm7B3uEZOxb7IJINl7nXGYHdNEvoW+bwFIf8RBbmPcF2XlSsfIx6Pc8IJp3QRaDs/yYdEDBWlEWqa40TjDhYW9a1xIkE7nZiisygH2VxIXtvawJxxxV2O28jGYlgoQHVTLO36UN0YI5l0mTCioE2dVPmisAkLt2lnEzVNMV7ZWM2aD6tZ8dbHzJlQSnPMWE2jvpBxlQ27Ym2aKG27bLxzJ5WmH8TBQIDP7FsBuxI2MaY0THVzjKaoQ8LnQvTn17bSHHWYUVHMa5vrsqarbvWU8qTreg7HLgkveoYLhOwAJRGbyqY4DVEHC6htjhMOBjhClbPvuNJ2Mu/s8/DPt0gogIuRfyQYGJRzryPywTVJ6Dvk8+6YY45ZxDHHLOq6oCAMAsTFoo+wLIt58xYwf/6CIakcAzm7KOxOXFzwFFlIWX27l5gimyvFqxuqsbC6HHdKNtvro1Q3xbEs4xNs4VLdFGd7fbRNHb8st9a2UN0cx/IU7GFh407wzrYGnKSLk0x2K0ue5fu34zIm3nEio8FEEtZ8WMPcvYZTHLGzSssl5TZhfprjybSLSMAyqaWLC4I4Xig5yzLH406SLTXNXQ8gA7+MWuMOkaBN2LZojTmDcu51RD64Jgl9h3zegjA0EAtyL4nFolRVVTJ+/ET22mvKQHenX8mHRAw76mOMLAxTELaJJpJEggFaY046MUVnZHWlwGVHQ7TLcadkUxi2efKd7YwujlAYtr30y1EWziznxAMmpuv4ZblKV/HS+1W0xpx0mCALi2jCYVjYptQOUdkQw7KMe0HItnCSrukrRmlNHftwZ0u7cfnZXh+lIGzTGk+SSLoEAl5kCtcl5rjUNCU49/Cp3LX63ySTLsURG7DY3tDKqKIwJZEQBaEAlY1REo7ZMOfiEsCiNeFQFAlhWxAO2SSTELQtWmMJNlZ13q9sZM63MSUmikVlQ2xQzr2OyAfXJKHvkM9bEIYGoiD3ktWrX2T9+nc5/fRz2qSnHKoM9kQMY4dHsAO7XBdc1yWeSHZrKT6rCwkWFV4Ita7GHbAs5u01gpc3VFMYtrG8hB+lBSHmTRrRTplLtQnw2qYaoonkroQduBSEQoSDAYLeOo+F8TcO2xZxIO64uzLaeZsDp5UXdur/OHZ4hEjQJhCIY7kYs7DruU24LuUlYQKWxeiisLepzsVxk9hWgNFFYYoLQsblwbaxMP11gZZEgtZ4krLiMGBhWxAMBrAskwFwWrkJoJ/Zt2nlRWyobOrQVzOb3Lt60Rls5INrktB3yOctDDbEJz43REHuJQcddBjTpu2zRyjH+UC2hB7dXYrPVvegGeU9WsbP5fr7jClmwZSRPKcraY6Z1CKF4SAH7z2Sdz5q4N/VLSQ8N4uABbFEkmEhm7hj0tTFky7xJESCFofsM6pT/8f0tdZVEnfiu1JhJyHmJFn9QTWnHTQJy4IPKptJeSIXehb5aKOxZA8LBWhojVHVGE27fwQsWLOxmqKITVPUwbKSbZKaZPPNtCxIJl1crCHrq9mbOSnkH/J5C4MJ8YnPHYmD3J4pdBEHORaL8tZbbzBv3if7PHNOf7CnxWRMvS3n4gaSWffgWePYubNnvoO5XD/puqzf3sCbW+pxMYlIXFxuX7WBcDBA1HFJJpM0RRMcue8Y6prjPPXODoIB0sqlk3Q5/oAJrP2wttNYz0nX5b3tjTz97g5Wf1BFUdhmRFGEorBNbXOcY2ePZcUb29LXjdgW0bjDornjiQRtogmHFW9sI2RbfFDVTMKzZBeFAyRdGFUU5rDpZTRHk8ydVsb88cUEAwHWb29oE/e4sTXOB5XN7F1emLZMdxWXOl/JZU7sad/bvmYg5debe9BgQeZf7gwm2WXed/PhPjtY4iCLBTkHNmx4nzVrVjNx4iQqKsYNdHf2WDpaNuqNG0hm3UCg5w+1XK4fsCxmji1lRkVJekzb6lpwgeKCEMXpcjEmjyrindZ6AhYEg8bXNxAAJ+nw3vamLv0fA5aFGmtCza3f3ui5RRiSLmyobMbFanPdaMIlErQ5fPpoXlhfhYtF3EloO7yuAAAVn0lEQVSlyE5l0bOwMJvyJo8q4vDpo9vc6DJ9M016a5f61gSxhIlUkXTdIemrmbLeg5EDkJdKk9A9BrsrmrDnID7xuSMKcg7MnLkfFRXj2qRdFHYvQ3HZKHNMsYRDY8xhVFG4nS9ja7wQx4WWmNOmjeljCln777pu+T925Cs5rbyQd7fVd9hGql7ItnZFCfE+A8d1CQftbl0vFDQbC6saotgBE8bNH5JvKDEU56sgCIMf8YnPncHvHzBIiMWiPPHECurqagFEOR5ghmIopcwxVZRGwHX5uD7aLrzcxJGFhOyAl4HPWH5DdoB5e43sdii+jsL2LVTlnbaRqhdzXCLeDsKUb3QkaLNgyshuXa+xNWGyCQZ6HpIv3xiK81UQhMFPPoRnHayIBbmbNDY2snXrFqqrdzJ8+IiB7s4ez1BcNtpW20pzzCHpQiQUoChsM7IwzKH7lKXf/OdOMnOvsiHG+BEFAG0yBlY3xbsdiq+zsH2dteE/v62ulVjCobopDhbMnTiC6RXdu97W2lZeXL8DKxCgOeZQGLbBdbsVki/fGIrzVRCEwU8+hGcdrIiC3AXJZJJAIMCoUWWcdtrZhEKhge6SwNBbNkq6Lq9uqqGqMWbCulkWpQVBCkMBttS2sKW6haQLL2+oZvbE4Ry89yhsy2JEYYjRxbs2XnQ3JF2Kjsp21UauPpb+eus+rmfFm1uJOSZtX2M0Qdi2KC8Jd91QnjHU5qsgCPmD+MTnhrhYdEIsFuPRRx/k7bffBBDleBAx1JaN3t/RyJbqFkYWBsGycJMmA9+IojBbqlvaLc13J7vfYMfCxHlLRdIxvy1vq9/QYqjNV0EQhKGOWJA7wbYDFBQUUFBQMNBdETIY6GWjvg68nlqC36usiKZogmgiSWvcYdzwArbX1+E2eW4XkSBJl25l9+tveiuD7fVRRhWGKAgV7Mp6GHfY0RBFjR1alo6Bnq+CIAhCzxAFuQMSiQS2HeRzn/ti2m9QGFwM1LJRf0Qk8C/BF0WCFIZdapphW10rlQ0xbAusgEVJxKa4INRjV4q+pi9kYMZssg0WeVkPY93MepiPyDKnIAhC/iAKcntsgDVrVnPQQYfnRSKQ7pBLPF/BkCm7f1c1s7WulWljitL+pFvrWtlc08LU0UU5XWPG2BIOmzGaddsaSLpgByxmTxrOR9XNzBxXQkM0Aa6Lk4TZk4YzY2zJgFofeyKDjuZetjEfNmP0gI9tMCHf294h8usdIr/cEdn1jt0svynAFiDhPyiZ9NpzGPDiQHdCEARBEARB2C1MBT70HxAFuT0RYAGwDXC6KCsIgiAIgiDkN2JBFgRBEARBEITOGBoOtoIgCIIgCILQR4iCLAiCIAiCIAg+REEWBEEQBEEQBB+iIAuCIAiCIAiCD1GQBUEQBEEQBMGHKMiCIAiCIAiC4EMUZEEQBEEQBEHwIQqyIAiCIAiCIPgIDnQHhJ6jlAoCzwNrtNbf7aTcT4Afd9LUT7TWS7yyjwPHZCmzRGv9k9x7OzhQSp0BfAeYAdQDq4ErtNbvd1InAiwBTgXKgX8BP9Jar8woNwu4ATgEcIG/AJdorbf1w1B2OznKbi/gauAIYBTwAXA78GutddJX7m1gVpYmztJaL+2rMQwkOcrvv4Drs5x6Xmu90FfuEODnwAFAM/AQcLnWur7PBjDA9FR+SqmlwBmdNHmm1vpur+yQnn9KqXOBi4BpwMfA3cC1WutoJ3VGAtcCXwRKgTXApVrrf2SU2xPmXi7y2w9z7zsIKAbWATdorR/wlbEwc7k4SxNHaK1X9dUYBpIc5fdL4FtZTt2ttT7TV+4LwE8w39+dXts/1VrH+qr/YkHOM5RSRcCDGGWsK+4ADs7y8zpQA9zrKzsfWJql7B191PUBQyl1MWZsrwAnAJcA+wOvKqWmdlJ1KfBtjKLyFcwXfLlS6tO+ticCqzBK4BnAd4EjgaeVUuE+HspuJxfZeQ/YF4DDgauA44CngF8CN/nKFQIK85DNnHeP98uAdjO9mHvzgTdpL5f0g0MpNQ94GmgEFgM/BU4DHu7rcQwUOcrvatrL7T8wqWQ/xJtbQ33+eS9Zv8G8sC8CbgH+C7izkzoBYAXwJeAKjHEgDDyrlFK+cnvC3MtFflOBl4CpmGfBicA7wP3eXE4xA6Mcf4f2c++ffT2WgSAX+XnMB56gvVyu9rV9DPAo8DbwZeBXwKXAbX05BrEg5xFKqWOB/wXKulNea70F81Dwt3EhMBc4JmWBUUqNBcYCT2qtX+7TTg8w3pv6D4H7tdZ+5eIlzMPyAuD7Wep9EjiZttamlRhryjXAYV7Ry4EQ8FmtdZ1X7g3gNeBr5PELRq6yw7woTAZmaa3f9Y49rZQqBb6tlPqx1roWmAPYwPKhNu+gV/ID85BY1YVcrgY+Ar6ktU54bW8BlimlPqO1frr3oxg4cpWf1voDzIqFv60bgTHAgVrrKu/wkJ1/3sv5FcAftdaXeoefUUqNAq5SSl2itf44S9XjMcaXhVrr5722ngLew7zsnuaVG+pzL1f5XYTRq47WWld6x55QSo0HrmSXgWC+9/uhobLS6CdX+SmlbGA28N9dfCevA17QWqdWip5QSjUD/6uUuk5r/V5fjEMsyHmCUmoEsBx4A6Pg5tLGBIy15PcZbgIHeL9f71UnByfDMZby3/kPaq03Y5a4JnRQ7xggCTziq5PEWO8PVUqV+co9lVKOvXKvAxqzRJnP5Cq7rcD/+ZTjFG9jFJKx3t/zMTJ+s686PMjISX5KqWJgHzr5PnoPoKOAZSkFxWMF0ET+zz3Iff61QSk1H2PNu05r/Ybv1FCefwmM1fyKjOMxwMJYhbNxDLAjpRwDaK2bMc+eRUopaw+Ze7nKL+VOUZlx/G2gTClV4P09HyPnIacce+Qqv5lAIZ3f+/bCrCI9mHHqT17bi3Lob1bEgpw/NAP7pZQO32pXT7gO80DItLqkHhQXKqW+DIzGPDSu0lr/JeceDwI8S+V3Mo8rpT4DjMC8cGRjFrBVa92QcTz1ZjpTKbUWs5R2L+15D9g3p04PEnKVnedr90CWU18BGoCN3t/zMa4+v/KWzEqAlzH+jq/0egADTC/m3jyM8eIQb1l2KmYl6Fbgf7XWLsanrwDzIua/ZkIptZE8n3vQK/llcguwGbPy42fIzj/vZf5fqb89A8tnMUvcj2mtN3VQdRawPsvx9zD+yOMxchrqcy8n+Wmtb8885u1lWQSs11q3eofnA3VKqWWYfRph4Fng+1prndlGvtGL+ZeyrH9ZKXU75iX4PeDnWut7vHOpPQOZ8+9jpVQjfTj/xIKcJ2itY1ksct1GKTUF4zJwa5a32/mYuRABTsH4TdUDK5RSQ8Ea0AZvuesOYDvw6w6KjQDqshxPbUAp9crQSbnSXnRzUNJN2WWrdyXGLcW/QWM+xnd7G8aP7GsYmT6vlFrQl/0eLHRTfqmHxFTgexir3pOYjaA3eOf2uLkHPZ9/SqnDMfPuZ1k2Bu0R888bSw3GwlaD8ePuCLnvZdBD+WXjF8DemA3fKeZh3NBexijP3wL2A1Z7z+ohQw/ll7r3VQDnYFYj3gbu9txDYTfOP7Eg7zlcgFn2uDHLuR8Dv/T7jSml/oKxIl8LPLZbergbUErtA/wV82D8rNa6uoOiAUxEio5w2fWC2VG5zurnHT2QXWa9JcCPMFbla32nzgOCWuu/+co+jbEMLCF7VJW8pQfyewTYgNkTkFLqnvKWti9SSt3AHjb3IOf5dxFGAb4ry7k9Zf5twVgpKzB+xP9QSh2qtX4nS1m577WnJ/JLo0y0qduBs4EbtdZ/9I4HMC9k9Vrr17ziLyql/oZRBi8lexSHfKUn8rsNs/lzpS/a0V+UUs8CVyulfs1unH+iIO85LAZWaK13Zp7QWrfzwdNax5RSTwDfUUpFOgvLki94S7P3Aw7wn10so9ZidrhnUuo7X5dxLLNcbY5dHXT0UHapOsMwislJGD/Sb/pDvGVrQ2u903tQHNhXfR8M9ER+no/t5iynHgPOxGxiSZ3vaO591Jv+DjZynH/FwLGYl/945vk9Zf55fq7bAJRSz2M2OF4MnJuleC0dz6nU+UDGscxyQ2ru9VB+eOXKMD6yR2BCj6XDrXr3wOcz62it31NKvYuxLg8ZeiI/b3Ndtg12yzGynMqu52q/P3fFxWIPwNukMgm4L8u5gFLqa0qphVmqFgANQ0Q5PgdYiVmaPagbD9h1wAQvFJSf6Zg31HVa6yaMojI9S/3pmPA+eU8OskMpVY4J9bYYuFJrfbZ/Q49SqkQp9XWl1AFZqhcAmW5AeUtP5aeU+pxS6tQsp1IbfCoxURoSZMw9z2o1lSEy9yC3+edxNEZm2e57Q3r+KaXKlFKnq4xQeF7kgI8wz4NsrKPj+1k15jMY8nOvF/JLrXS8AhyKiYL044zzY5VS5yilssk57+ce5C4/pdSJSqlsm+z897513v8z599YTOi8Ppt/oiDvGRzq/X4x84T3NvtD4JfeDQ4AZUJyLQKe2S097EeUUqdj4jG+BByitd7QjWorMREXjve1E8D4Z//d20CUKvdZpdRwX7m5GOtzm4Qi+UguslMmVvfTGEvnyVrrn2UpFsVsnvpZRt3JGJ/RvJ93kPPcOx7jc7dXxvGvYmJxv+O9tD6L2cziXwn8AlDEEJh7kLP8UhyKidP7WpZzQ33+2ZjECf/lP6iUmglMoeMoASuBcUqpw3x1CjHPgr9qrd09ZO7lJD9PSXsOs9H9aO2FCM3S9m/J8MVVSh2IUfryfe5B7vPvXOB3nv6RqhPErEK+rrWu9u4B6zHPYj8nY4xXT/TFAAAs1x1q7kJ7BkopF7hF+zLpKaX2xmR8e81v9VVK3Ql8QWtd0UFbizHLlyswPkAlmPAs04AFWutsu5rzAqVUBcbi0YL5AjVlFKnWWq9XJhteqT/2ojLZBY/AxK/UGJ/Fz2NufM95ZaZhdtOvx+ySL8b42dYA8/PZ+p6r7Dwf2e8D/wf8MUvTb2qtm5VSl2Iiqyz1yo3H+MOHgTnZ3IHyiV7IbzrwKsbSsgQT+eNMTBSQr2qt7/PKHYyx0q/CKHt7YebeP7TWn+nXwe0GevPd9eo/AxRrrT/VQftDff7dhPHBvg6TqGdvzF6ABOa+XqVMwg9SvrBKqRAm1vsEzDOgEuMTOxsTQzoVRWlIzz3IWX4PYRLa/ACjKGeyRmvtKKVuwzxPbsT41SvMd32r13afZYMbKHKU36EYub3q1cNr41CMa9ULXrmUzvIn4B5M6NslwD1a63P6agzigzy0uAqTpGEqxs8nxViMwpYVrfUDygTZvgIz4cDc+E7LZ+XY41iMVSNl1czkUUymt9uAT2PiKKY4CXPTvxzz0vAvYFFKOQbQWm/w3FP+B/gD5iH+JCbVdN4qxx65ym6x9/tC7yeTeRhrwPVKqe2YUF4nAq2Yh8UV+a6ceOQkP88X8RDgvzE74EsxL2HHaa3TG2a11n9XJjzZf2PS/NZg5uDl/TWg3Uxvvrtg7nvZfLkB2APm3yXA+xhF7LuYPRMrMC5PqWQpy7zfUwC01nGl1NEYxe16TBKkV4HP+KMo7QFzD3ooP2U20X7J+zvbqhnASIyP7EUYX9tzMBvoazGbmK8aCsqxRy7z729KqSMwKaR/h4ms9QpwpH8zraez2JgXkT9jVtaup22kkF4jFmRBEARBEARB8CE+yIIgCIIgCILgQxRkQRAEQRAEQfAhCrIgCIIgCIIg+BAFWRAEQRAEQRB8iIIsCIIgCIIgCD5EQRYEQRB6jFIqM6yaIAjCkEHiIAuCIOxmlFJLMTHL/TiYWKFrgCVa67/307UXYoLxf1lr/Wel1JnAXcA8rXVHGa4y2zgKkyXrc97fU4CNwMVa65v7oduCIAi7FVGQBUEQBoZG4D99f9uYbG4/Ap5TSs3XWr+zG/rxOHAwJhtkd7kQmOn7e5vXxod91y1BEISBQxRkQRCEgcHJTI8MoJRai8mydQHwrf7uhNa6EpNSuDdtRIF2YxEEQchXREEWBEEYRHjpy6uAvX3uD2cBVwNh4Bta60eVUgdgUv0eitlP8jfgMr+bhFIqBPwY+BpQDrwE3OO/XjYXC6XUHO96h2Es22uBH2itX1ZKrcKkdkYp5Xp9W0WGi4VSqgSTvv4EYDLwEfB74BqtddwrsxRjib4ek15WYazRv9JaX9cbOQqCIPQG2aQnCIIwiFBKjQZGA5t9h68FLgK+B7yglPoURtkdAZyJUYCLgJeUUrN99e7C+Ar/FvgS8C/gji6uvy/wd4xSez5wEmABTyulZmKs2i8AH2PcKh7P0kbEK/Nt4NfAIuBe4AfAIxnF9wVuBG4GPg+8AlyrlDqhs34KgiD0J2JBFgRBGCCUUv578DCMBfU6wAVuB/b3zt2gtX7EV+96YAdwlNa62Tv2OPAuRpk+xlNmvwr8WGt9tVf1SaVUEXBuJ926CogDR2itq722/wa8Bhyptb5NKVUDRFMuIl6bfs4E5gJf1Fov9449pZTaCdyslPqc1vqv3vFS4Git9Su+a30ROA54uJN+CoIg9BtiQRYEQRgYhmMU0dRPPSaCxV7AiVrrV31l30r9Ryk1DONW8VcgppQKeoq2A/wFOMpzrfi0VyXTYntfF/1aCDyTUo4BtNYNWut9tNa3dXNsRwJ1PuU4xd2+8yliwD9814pifKIzlW5BEITdhliQBUEQBoZG4Ajf3zFgh9b64yxlt/v+PwrjF/wN7ycb5UCZ9//MDXjbuuhXecb1cmEUxgWjDVrrWqVUFOMakqJFa+1mFE0iBhxBEAYQUZAFQRAGBifDStxd6jAuGHcAv+mgTBW7FOOxtFV4y7tovxYYk3lQKXUYUKO1frsbfawGFmRpYxQQ8fonCIIwaJE3dEEQhDxCa90IvArsB6zVWr+a+sH4/l6Acdl4GqNIn5LRxHFdXOJ54Eil1PDUAc/H+FHgPO+Q00UbzwHDlVKLMo6f7ruGIAjCoEUsyIIgCPnHZcCTwGNKqTuAZuA0TDSLH3guCxuVUv8HXOKFY3sW41/c2QY9gJ9iokk8pZS6DmgBvo8xqNzilakBKpRSnweyZd+7GxMB4w9KqSXAm5iQcVcATwBP5TJoQRCE3YVYkAVBEPIMrfVzGGU3goktvAz4BPB1rfXPfUW/iwmtdhKwHOPzfFYXbb8JHA7sBJZiwrNFgU9rrd/3it2OCUP3KO1TZqO1bvH693vgEkwouFMxcZu/qLVO9mzEgiAIuxfLdTP3RgiCIAiCIAjCnotYkAVBEARBEATBhyjIgiAIgiAIguBDFGRBEARBEARB8CEKsiAIgiAIgiD4EAVZEARBEARBEHyIgiwIgiAIgiAIPkRBFgRBEARBEAQfoiALgiAIgiAIgo//B7DhhmhZHmZtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainer.reset(to='mae_1')\n",
    "\n",
    "y_pred = trainer.predict(x_in=torch.tensor(pg_desc.values, dtype=torch.float)).detach().numpy().flatten()\n",
    "y_true = pg['Refractive Index'].values\n",
    "\n",
    "draw(y_true, y_pred, prop_name='Refractive Index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5. frozen feature extraction\n",
    "\n",
    "``FrozenFeaturizer`` accepts a [Pytorch](https://pytorch.org) model as its input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FrozenFeaturizer(cuda=False, depth=None,\n",
       "                 model=SequentialLinear(\n",
       "  (layer_0): LinearLayer(\n",
       "    (linear): Linear(in_features=290, out_features=187, bias=True)\n",
       "    (dropout): Dropout(p=0.1)\n",
       "    (normalizer): BatchNorm1d(187, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (layer_1): LinearLayer(\n",
       "    (linear): Linear(in_features=187, out_features=151, bias=...\n",
       "    (normalizer): BatchNorm1d(110, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (layer_3): LinearLayer(\n",
       "    (linear): Linear(in_features=110, out_features=102, bias=True)\n",
       "    (dropout): Dropout(p=0.1)\n",
       "    (normalizer): BatchNorm1d(102, eps=0.1, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (activation): ReLU()\n",
       "  )\n",
       "  (output): Linear(in_features=102, out_features=1, bias=True)\n",
       "),\n",
       "                 on_errors='raise', return_type='any')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xenonpy.descriptor import FrozenFeaturizer\n",
    "\n",
    "# --- init FrozenFeaturizer with NN model\n",
    "ff = FrozenFeaturizer(model=trainer.model)\n",
    "ff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code will generate new \"neural descriptors\" from the corresponding neural network model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "neural_descriptors = ff.transform(pg_desc, depth=2 ,return_type='df')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, ``depth=x`` means that the last x hidden layer from the output neuron(s) will be concatenated and used as the neural descriptor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>L(-2)_1</th>\n",
       "      <th>L(-2)_2</th>\n",
       "      <th>L(-2)_3</th>\n",
       "      <th>L(-2)_4</th>\n",
       "      <th>L(-2)_5</th>\n",
       "      <th>L(-2)_6</th>\n",
       "      <th>L(-2)_7</th>\n",
       "      <th>L(-2)_8</th>\n",
       "      <th>L(-2)_9</th>\n",
       "      <th>L(-2)_10</th>\n",
       "      <th>...</th>\n",
       "      <th>L(-1)_93</th>\n",
       "      <th>L(-1)_94</th>\n",
       "      <th>L(-1)_95</th>\n",
       "      <th>L(-1)_96</th>\n",
       "      <th>L(-1)_97</th>\n",
       "      <th>L(-1)_98</th>\n",
       "      <th>L(-1)_99</th>\n",
       "      <th>L(-1)_100</th>\n",
       "      <th>L(-1)_101</th>\n",
       "      <th>L(-1)_102</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>MOL1</td>\n",
       "      <td>-1.499497</td>\n",
       "      <td>1.254353</td>\n",
       "      <td>-1.071701</td>\n",
       "      <td>-2.697761</td>\n",
       "      <td>-1.807236</td>\n",
       "      <td>-2.01011</td>\n",
       "      <td>-1.944547</td>\n",
       "      <td>-1.533609</td>\n",
       "      <td>-1.380140</td>\n",
       "      <td>-0.416400</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.146019</td>\n",
       "      <td>-0.599903</td>\n",
       "      <td>-0.168826</td>\n",
       "      <td>0.135178</td>\n",
       "      <td>0.607779</td>\n",
       "      <td>0.700811</td>\n",
       "      <td>-1.405137</td>\n",
       "      <td>-0.209901</td>\n",
       "      <td>-0.297132</td>\n",
       "      <td>0.071797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MOL2</td>\n",
       "      <td>-1.295168</td>\n",
       "      <td>1.335794</td>\n",
       "      <td>-1.657156</td>\n",
       "      <td>-3.456876</td>\n",
       "      <td>-1.372355</td>\n",
       "      <td>-2.39925</td>\n",
       "      <td>-1.761726</td>\n",
       "      <td>-1.736894</td>\n",
       "      <td>-1.464569</td>\n",
       "      <td>-1.349594</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026329</td>\n",
       "      <td>-0.161609</td>\n",
       "      <td>-0.542276</td>\n",
       "      <td>0.246088</td>\n",
       "      <td>1.047052</td>\n",
       "      <td>0.067110</td>\n",
       "      <td>-1.963629</td>\n",
       "      <td>-0.109732</td>\n",
       "      <td>-0.328646</td>\n",
       "      <td>0.103320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MOL3</td>\n",
       "      <td>-1.514608</td>\n",
       "      <td>1.205772</td>\n",
       "      <td>-1.270560</td>\n",
       "      <td>-2.831598</td>\n",
       "      <td>-1.677628</td>\n",
       "      <td>-2.02982</td>\n",
       "      <td>-1.933016</td>\n",
       "      <td>-1.568646</td>\n",
       "      <td>-1.363735</td>\n",
       "      <td>-0.656209</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.118927</td>\n",
       "      <td>-0.526747</td>\n",
       "      <td>-0.172702</td>\n",
       "      <td>0.154083</td>\n",
       "      <td>0.656889</td>\n",
       "      <td>0.607651</td>\n",
       "      <td>-1.418730</td>\n",
       "      <td>-0.193771</td>\n",
       "      <td>-0.278343</td>\n",
       "      <td>0.091769</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 212 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          L(-2)_1   L(-2)_2   L(-2)_3   L(-2)_4   L(-2)_5  L(-2)_6   L(-2)_7  \\\n",
       "ID_name                                                                        \n",
       "MOL1    -1.499497  1.254353 -1.071701 -2.697761 -1.807236 -2.01011 -1.944547   \n",
       "MOL2    -1.295168  1.335794 -1.657156 -3.456876 -1.372355 -2.39925 -1.761726   \n",
       "MOL3    -1.514608  1.205772 -1.270560 -2.831598 -1.677628 -2.02982 -1.933016   \n",
       "\n",
       "          L(-2)_8   L(-2)_9  L(-2)_10  ...  L(-1)_93  L(-1)_94  L(-1)_95  \\\n",
       "ID_name                                ...                                 \n",
       "MOL1    -1.533609 -1.380140 -0.416400  ... -0.146019 -0.599903 -0.168826   \n",
       "MOL2    -1.736894 -1.464569 -1.349594  ...  0.026329 -0.161609 -0.542276   \n",
       "MOL3    -1.568646 -1.363735 -0.656209  ... -0.118927 -0.526747 -0.172702   \n",
       "\n",
       "         L(-1)_96  L(-1)_97  L(-1)_98  L(-1)_99  L(-1)_100  L(-1)_101  \\\n",
       "ID_name                                                                 \n",
       "MOL1     0.135178  0.607779  0.700811 -1.405137  -0.209901  -0.297132   \n",
       "MOL2     0.246088  1.047052  0.067110 -1.963629  -0.109732  -0.328646   \n",
       "MOL3     0.154083  0.656889  0.607651 -1.418730  -0.193771  -0.278343   \n",
       "\n",
       "         L(-1)_102  \n",
       "ID_name             \n",
       "MOL1      0.071797  \n",
       "MOL2      0.103320  \n",
       "MOL3      0.091769  \n",
       "\n",
       "[3 rows x 212 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neural_descriptors.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, **-1** in the column names denotes the last layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DescriptorHeatmap(bc=True, col_cluster=True, col_colors=None, col_linkage=None,\n",
       "                  figsize=(70, 10), mask=None, method='average',\n",
       "                  metric='euclidean', pivot_kws=None, row_cluster=False,\n",
       "                  row_colors=None, row_linkage=None, save=None)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 5040x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from xenonpy.visualization import DescriptorHeatmap\n",
    "\n",
    "sorted_prop = pg['Refractive Index'].sort_values()\n",
    "sorted_desc = neural_descriptors.loc[sorted_prop.index]\n",
    "\n",
    "heatmap = DescriptorHeatmap( \n",
    "        bc=True,  # use box-cox transform \n",
    "#         save=dict(fname='heatmap_density', dpi=150, bbox_inches='tight'),  # save fingure to file\n",
    "        figsize=(70, 10))\n",
    "heatmap.fit(sorted_desc)\n",
    "heatmap.draw(sorted_prop)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6. use neural descriptors to train new models.\n",
    "\n",
    "In this case, **Random Forest** model and **Bayesian Ridge Linear** model will be trained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split data\n",
    "from xenonpy.datatools import Splitter\n",
    "\n",
    "y = pg['Refractive Index']\n",
    "splitter = Splitter(len(y), test_size=0.2)\n",
    "\n",
    "X_train, X_test, y_train, y_test = splitter.split(neural_descriptors, y.values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
       "                      max_features='auto', max_leaf_nodes=None,\n",
       "                      min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                      min_samples_leaf=1, min_samples_split=2,\n",
       "                      min_weight_fraction_leaf=0.0, n_estimators=100,\n",
       "                      n_jobs=None, oob_score=False, random_state=None,\n",
       "                      verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# random forest\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "rf = RandomForestRegressor(n_estimators=100)\n",
    "rf.fit(X_train, y_train.ravel())\n",
    "y_pred = rf.predict(X_test)\n",
    "y_fit_pred = rf.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing directory and/or file name information!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw(y_test.ravel(), y_pred, y_train.ravel(), y_fit_pred, prop_name='refractive index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BayesianRidge(alpha_1=1e-06, alpha_2=1e-06, compute_score=False, copy_X=True,\n",
       "              fit_intercept=True, lambda_1=1e-06, lambda_2=1e-06, n_iter=300,\n",
       "              normalize=False, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bayesian linear\n",
    "from sklearn.linear_model import BayesianRidge\n",
    "\n",
    "br = BayesianRidge()\n",
    "br.fit(X_train, y_train.ravel())\n",
    "y_pred = br.predict(X_test)\n",
    "y_fit_pred = br.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing directory and/or file name information!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw(y_test.ravel(), y_pred, y_train.ravel(), y_fit_pred, prop_name='refractive index')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
